{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Multi-input Gradient Explainer MNIST Example\n",
    "\n",
    "Here we demonstrate how to use GradientExplainer when you have multiple inputs to your Keras/TensorFlow model. To keep things simple but also mildly interesting we feed two copies of MNIST into our model, where one copy goes into a conv-net layer and the other copy goes directly into a feedforward network."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow.keras import Input\n",
    "from tensorflow.keras.layers import Conv2D, Dense, Dropout, Flatten\n",
    "\n",
    "# load the MNIST data\n",
    "(x_train, y_train), (x_test, y_test) = tf.keras.datasets.mnist.load_data()\n",
    "x_train, x_test = x_train / 255.0, x_test / 255.0\n",
    "x_train = x_train.astype(\"float32\")\n",
    "x_test = x_test.astype(\"float32\")\n",
    "x_train = x_train.reshape(x_train.shape[0], 28, 28, 1)\n",
    "x_test = x_test.reshape(x_test.shape[0], 28, 28, 1)\n",
    "\n",
    "# define our model\n",
    "input1 = Input(shape=(28, 28, 1))\n",
    "input2 = Input(shape=(28, 28, 1))\n",
    "input2c = Conv2D(32, kernel_size=(3, 3), activation=\"relu\")(input2)\n",
    "joint = tf.keras.layers.concatenate([Flatten()(input1), Flatten()(input2c)])\n",
    "out = Dense(10, activation=\"softmax\")(Dropout(0.2)(Dense(128, activation=\"relu\")(joint)))\n",
    "model = tf.keras.models.Model(inputs=[input1, input2], outputs=out)\n",
    "\n",
    "model.compile(optimizer=\"adam\", loss=\"sparse_categorical_crossentropy\", metrics=[\"accuracy\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 60000 samples\n",
      "Epoch 1/3\n",
      "60000/60000 [==============================] - 32s 535us/sample - loss: 0.1623 - accuracy: 0.9507\n",
      "Epoch 2/3\n",
      "60000/60000 [==============================] - 31s 525us/sample - loss: 0.0635 - accuracy: 0.9801\n",
      "Epoch 3/3\n",
      "60000/60000 [==============================] - 31s 517us/sample - loss: 0.0442 - accuracy: 0.9852\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x636e08da0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fit the model\n",
    "model.fit([x_train, x_train], y_train, epochs=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explain the predictions made by the model using GradientExplainer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import shap\n",
    "\n",
    "# since we have two inputs we pass a list of inputs to the explainer\n",
    "explainer = shap.GradientExplainer(model, [x_train, x_train])\n",
    "\n",
    "# we explain the model's predictions on the first three samples of the test set\n",
    "shap_values = explainer.shap_values([x_test[:3], x_test[:3]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10\n"
     ]
    }
   ],
   "source": [
    "# since the model has 10 outputs we get a list of 10 explanations (one for each output)\n",
    "print(len(shap_values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    }
   ],
   "source": [
    "# since the model has 2 inputs we get a list of 2 explanations (one for each input) for each output\n",
    "print(len(shap_values[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x436.364 with 34 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# here we plot the explanations for all classes for the first input (this is the feed forward input)\n",
    "shap.image_plot([shap_values[i][0] for i in range(10)], x_test[:3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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a4gB9bkWiccCZFiqqOfq70yU2391ldaRSKXYMlDoAzu8IHZLPf+SCxADAvzw21QZivPn53tLbAHKFomoHiYDTC1AbsgcAMiWrQT6XLZsNAGem8o/JY3nbCAMsTxTVLtolR54YB5halCx9+ctfxgnVmM8++wxwVHldyXHa0OkSm889HHhdLBZj30j5HIBQwFDtoT1pHfS/vlwu0xgzJgCuqTu4Vx6PeONHz3QoDLDGnVQXLt41HAUoNibUb96OBFyA/qSyhOCerlI9wOLI1NStt/4ArKC59wVxiaUqpDT4ghqzlOJzjhidLrGR87T9Y+UEQMCs9GkBU3QY/Wk7AVAslqgJG0WAN8T2qYnVVEmMKcP5QBAqYz3AzvFoCmB1sqDUFfL5ZNBRqujRgR4HIFQuc8stt1Ay9Vxg2Tmf3Q4GhutGXs57C02Jb8nHYxet/DmAVSgFAYKj00oRaDgilzq/qFb1X+VkJAfw/O9f0iePOc/utADGW2tLt9xyC6W61dE9e/YAcH7vjOYLwG47XYC5FbenS2xSX7+3I5VK8ZVL3moAPHyosEE+f/mK8LMA7UlrGkR2Rzxo2ADLurcqJbOVLxsAPc1NLsDax55XihqzZBsA4xcuV/dDkuBETs0JHy6L2+esEwjceusPOL/nIHv2itg8XhOe1XEdT1FzusTmLx8NbIrH4nSNljsBEmFDqZIKZTfuf71tO/zz1ZGfAsRv/s4iedya9uYFXn84vbJJfUZ8/3AdQDkRVuNN7NBoC0C+rVblhH7pgtfnAN4UODjyz//8z6zLRWJd+/YB8Jg9moWj2shx5tWvNjZaUaPRaDQajUaj0Wg0Go1Gs0DQZsKaWWzevJlM83ksXbqUkaAwoJ8cEhswjU2NhB2xadXYsRyAFcuXq/eeccYZgDBKbRMLzaxc5lk81KlFfmhKin/rayiXy+o9kkWLFnE03d3dmGVHKWqqkc2bNzPduIFly5YzHhQFAEaGxSJwY1Ojel2sWcSkddEiSt4afFtzEwDT09PEvJa/tlO4oi9NVbqCwKBYEV5RH8D2vAdyUxPiMxKwqFUYq4U2bRJvCAfp7u4GXp0a7VRn8+bNFGOLWLN2LRPBZgB6B4SQonXRItVuzl3dBsB5521S733jhRcC0NPTQ6AgVuYXXSieL5YrosXpknicGi1j22JDM+WK2ORK0Nwivnej9/qmmElPdw+W4VR9bI6sv57aVC03PnQvAF3CEoDOzrVsr7kSgKYmIcJoa2unIDb1WbN6NQAjo6NEEiKeLatWATDo9XcA5yXFBs3keBDHi03msNiIbosWaWoS7Y/FYlem49x1jI2NEd3QWPV92uiKd9DS0sJ4UPQtO+4R16O5uZl9t28FYHL17wBivHEcIVwNh8VmtV0uE/Q2tOpS3gZ2rrLZ5RZELFtaanE9wcDYlLAbqKuDZFKktL91vSdSXNtOd3c3OTeEVNRUI5s3b6Z/w5+TTCZJB0TbKAuhLOFImHSfEGkmk2I8b2hooOhtKJ533nkA9PX1EfWGl1RExHd9qGJ2ixRPLaqn7LWbsZwQ7RjJOtWnDcRF/7lhUYjBwUHKroVU1FQj/nnaVEAILYY9O5Lm5mY8QQ2JVtFXdXR0UEC0gwvfWBlvJj0tZ2tCxCYarIjCM8Jqg/VtoVlzgboItLSIOUg8eD4gvIq6e3pwAmbVjzf3uA28Enl9SIjOsO0yibgQECSSni2WPV55odeP1ba04HiWNNmw2HtfvHixik1ds7DiKK5so6e7h0HqkYqaamTz5s38YV+UlpZW7s2J63XYEdcqEo3yq30i0+PMDqHmW9vZienNoc/deC4g/FSNvOjoGjeeA0D7sM+nrOi94bxz1f3NyKiYO1ixjJoLxBvF947nHAYHBznPp6ipRjZv3syRs/+U2tpa1af1TgtRUjQaxTbEQBKLCUulRCLBVEaMFWvaxe88nU5jIsaXhLAAgpVLK1+S9Qaj2hiO14aKQ2JsCdXWkogLYdTZG84G4LdWrqe3t49FvRmkouZkM68LNdJE+OyzxQXZvXu3ek7e8J977rnq2OWXXw7Ahd5NDYiBBkTHdCxkQ4HKYsCxFgKgum82JamBp9JLmgos4YU0wM7DovM4I3YGtifEWh0V068Lly9n/wSz5J0hT+C3tbcYBWhb1Ko0YbmSlxIyWrZkfGo9A1xjYtok7GXpxCOiJYXFLDxUdMyE97OtNjNUSe3Q9kxHi8PKdFcWYPvBvQ5AZ7gT2xJTg4ZYJAqwcUUrvzpkLAYYzTr1ALk8xBLCwL4oSxH5aEtaBYB82TW9eTMRS5ReCVkQCojv2DFCGGB9Xalglh2c41SmrhasUtoOO1kiTrYEkBjbmQForc8Tc6bKAHWBOhOgNQ7PDJIAuGtvLgwwMmqwrKE5B/DwjmwdQF/aVnLP6aIrSkY7ruEI31U6oowDdNSQL3se3RtagzmA4awTmCZCkhNndLaQkaUeAw5c9vg3nl+1ejVn9BRaAf4xinKvv6rnzv0AG83VAYCNSzZiHRoXM+ayFQEITIxTbqsXKy/bD9YBXLK6reKAv2c8BrC7dnVSTgAe76cTYFeoJR0ZFh/3zT//rR0Ad0Vbw78YHWWV2avSmqSZYKjKxK5n7P7vgU46mYpavQDP9YqCAasSa0lb9UGArB2KAEzkDRJB0X/lHcRdvAElhyhAX9peDjBVcNQgHzCNPMDBsXKbSvd2KAAETQaCXr+5o7bZBFj/+N5oW/cUA23xXCArQl6tJtzXPvjVXStWrCCRs18AuL1weAKgs7OTqWAyANDYdmEEYP2aeibyBAF6J+0gwOA0rK0X13rl5JC4dj94sDJhC5iVErZeu6k5cCQJsPgPL+1qnBaT7id6apcBtCetPVk3wiqzN13oeviE/d2nAit6tmU7E1nieZHKfO/w/gLA2sQZFAxRvrwtmpwC2LiknWRYGAuP5xwTUIs0AL2T5TBATdhUKU2xoFEGODBWjtpeptOiALNqFD50uJAAuLKulA0VHfK+mFYVXvqDawRY/6H3/VFtqpaoLe40f++n386CWERrTNspgLXTgfUgbjiD+wb+DIAjY9cBWED0oT3ixx8OiUiZldiQjIqbmcf3tsvRIthccwig5TfbJ+tSXtpgZ0cOIHTvM4lV+8Z4dtXaRHipWER9pPfZmUbDVMfY83iqOLxqSZjF+d0OQOHQPUMAy5cvp2SKstwNAXHvsbgGHukzmgG+kA81AExNNXBWozsK8OzDU4sBzl55jioK9YGenSJew2kLbxJtCR9cYv/1RAcJMaVblRbzPm563wtbcwMAKpVXmuPLMu9QMVk/nU2FN2z96vbOMzrprm1+DmBv71gIYOnSJdiIm49rl6UyUFkTAOCPrjwCkOnvJ3bvDrHKs/PIMgAOD1V2sVvrxErz2JSJN4d2Y+E8gBsO2ngVW//43rvF6uj573bysQDTiWDpiCua45xzgBNovH76t0iNRqPRaDQajUaj0Wg0mlOEeTUTfrnU1YkV4nPOOUcde/rppwE4//zzj/k+Weob4AVPKutX79TXi8W366+/HoCvf/3rr/gcTwcz4bkwYym1qCdLOzrZyTII2bgz2V8COKdzuQOVuMDxYwOV+MjYEKk1H3tMeD6uaGtQK5fXX389OSsZ+I/vfx94+avKp4PZ1sulrq6OkPeTvPzMjQGAHTt20BsQOuZzL7jYBDDLBXWdkyXbBMiZrlPwYrOrS1y6OjegYjOaarMAVjUESq+27ZyusfG3mzV52wKIeTvzNclKBcHWM1fbIGIzRKEMsOF1YtfLNSrCx6AnPy+E42Y+LzZt9u/a5gC82W5IfP0b4vrXdLSKbZwL1+auv/56LNvlW99SHoXASzfjPl1iI8sALzPjQe9ftXt1XWDJaoAcdhEgFArxnJEeBGjpaHdBKC6/R88wwF8uvaQJIOwYyhhw2nJKAA/WF8cLXmzMriPCsNaJRv72b/8WgPi+wQaAu/74fUP/+u1v05Ldl/7mt74pPsTblfHvah4vTqdLbCSyvcTPu65ZHgvUL0kClMe60wCxWAw3ny4BXJ0/mAZRYOAFQ5gu/96ZF4YBdjU1qwsXyh4pAeRSq6NFz/y+e9/OMkDbaL9735b7AHgs1B4DuHBJOPPpT3+akJNzdJ82k0jnlco0U5Y9LY0czAMka2ogIPIvVqzuNAC69nexYt9TQr101btDAK5Zya+xgzVBgPjIM5NH92nhD/zX769aJVIPTcsyAb7xjrof/fXNN5Moj5Z0bI6NbEuBptVh8GLjsb7JzYGYp8n5wdkXXDj7Q+Q5uuVZ87Tg5Z9a8f73fwCAjCNM079ydeq5T3ziE5jY1TkX8JW+DnlKig8ElzUAXG0tUh4By834coAc9jRAwArwM3PgKYBHNzUPAWx7ZhuhM6+tAzg7OjgOsC6NKqM9HBLjzfKcFSl6+Ybfbz0jCvDQE4fevnyZ+DqzJSU8B9532VM/+OEPeGR1ZFTGRpYg9pcWlmPP6WpeD5W2EV7x+gRUStMD1FzwB6vEa+oSAMFgkNxPP/EYwHlnnQXAM9u2cQY1YQDjstfbHIVp5x2AXN0ZCRkb9ze3ZwEG1r215otf/CIAf/TQwyKebz5n9Etf+hL7m2pK//7v/yb+vlDcBHCLFRN7ZWh/mhmkzzXfkeohIxhVY0V07RXCCHiiLw+QiMdxJvsKAEsu/G1R6ry3l9L+h8YBzl3ZIrI03MqtYr5maRjgot7+QLEo5gKyaE3BcJxbb70VgOSkZ0j8nosnrr/+elom7eCPfvRDAPY4Uy9LPqPNhDUajUaj0Wg0Go1Go9FoThO0mbDmVZNOT2FPirS/+++/f9bzW7ZseUmf8653vQuAshUjlRKmjjt27FDP33bbbRg1ra/2dKuK8fFxtVotlTAAaVMsCD/44IMAOIVK2nm9qCxIhsoq9NvfJYw8E0VUbB7zdtZyCZvbbrvtRP0Jpy1TaVUtnYP+2Hh5sKrdzLFLV44l1bHfuVoY4Z41bJBIiM3u/fv3A5CNF7ntttvUrqnmpVEsFsnawmDuBZ9habokYrZ3r6g8HPOpnSZcsTvzYElVvuUjb3w7AIuyBrGYqNo96pkKdnd388gjj2Dv/82J+jNOS7LZLE5eVEl94qkn1PG0I2Lz5JPCfPi5BlWdm/Kw8LwJLVVVhnnTJULpuXh8kNpaYTrYvVf41CUzJX76059CflZ1Vc1xSE9NYQRFO3hux3PqeGZa+DMcfEYYMxsBJWbDios45XY/qI7JPm1HPI5lCdFavlBRdNx51124Y7NLC2uOTXqqMt7cv3OreiznB/fdf9+x3+zbwZfztO72DsIREcfe/jEAdu7q5T//6z9PqF/D6UjZLpPNi/Hmgd88oI7HPRXTfY+L2BSoVc/1OKIPTJuVY6suEeNN9LkhTK/dZKfF68b7+njqqae4bZuvqIfmRSmVSoyPCxPn3/ymMlZPi6r2bH/kkVnvcYue4fqKyhz6/a+7AIA9HWuIx8VcYHBQVFaf6trHPb++h+eiWjvxcshMT1P25tFdXV3qeM4zGL7v/l3igK8/CratByAyqCyFuPTSSwEomi41nvKwZ+ezAEzs2MFtt93Gajd2gv6KF+eUWqiRjeW1WAyQaVRQWQzQN5vHxslOKPldoevhaZiZ1iHltbaXAgW+1KTj1Jefi0K4Ptg3qdSEBYBHB0JJa82bMKygGU6JTjA70TfxCv+cqkJKCf3yVrzLa6UWi+BM9KjgjPliLQl4RyaiMcajwggtbL3KvMkqwN9uskbMBNho1Sn5cosRCQH8pNw7pt7TtCIIEIrVCeM4X5sqegZzzBEjP3Yyesy0wJea8nS60WyGLf//f1nuV3ftS4xYD0CLEVGxWWfWNgBYhjFr9vSYPZoGuMhqUCtmT9vjGZhpNJcJitXO0QhF2sUNaXZdxwjA61uLafuFe2csxFU7qr04ZXUNrYQoEZjdeYe6wwjUtoUADq7YEFJvPvhECWCbPe4ZOVYqpIRXXRL3vw8gXBgZB+ipawl2xcTi85HsZAzg/OZimlL2Nf3bThfye7Zk5ONA06oggFvKqbHAjNVbAKFFZ6iZ7ZlmrWhDB7bnAA4406pPy8/RH43VbUgCOGaoIScr3QXd5xatxNcAACAASURBVAEWJ+ySXqR5cWSahJMdV2NBsGVNFCC24R1qpSy78w4xj3qp87OQGJdMp1CKeRlsGxtLPQBB86V/zmmJ72+XNYB+XOodB1hixFR7qDdCKYCQYar+6L3BxecBbHBSh+WxQzt2TQI8TH0R4JHV69SOS37PlhzAW81WFcszuh5KA0RsqxnPhNutEQbDxfZU/hA5rnMW1WUCYtj6XvmQr4yUPO/TdH7gG2fNeKMFlZSn8vA+ZattZ8dFOlrDcmV43vSH37kIoNDzbI88djBeFwGw77i5C6Denj1PGNt5p5pj9K3/4wBAZ++TU++u/SMAdl13wThAMRDguUAeSr5NU6/9muF45XOrqG1JM2X/3194+DtDAMFN71Y38LF1VzcD5PbePyKPBRpEepMcl/zpY0b/rgLA/bGkupiXIlIKixYOYkpOYCwTAggOTAY63Aj7jGxpzKksdp9M9PKdRqPRaDQajUaj0Wg0Gs0C4ZRS1LxSmpuVLyFf+9rXADDNyhrVzTffDMDY2BiaF0fuojnTI0r2Ujy8NXf066R5Z8YWu6PFo1/gIePzpzd/NQywKEGpqU6sfn/oE18AYKx+k5UtQe65Oypa9Jep1NFUUEaD9YuFEsqnqJFxG6PoyNh89itfDQDkyxjjebHD+Y2/v6miwtFtZ078JmkDbr4M8IwzrvLMLjAbDICYYamdMtmuzOEDJYB2IxKofIZocudbjVFZfvNbH/usAxB8sitm7hdS2r+959+zAOmwxdjklG4jwJBTsAEushJhgCtDLWpXJojYDdvjpNUO2NJAawpgpzM5LI99Z+XSHICdFsKbZUPjaifuuQbP+HwsQ3OTaDd/u/KKpQCljctHzFGxG/Mn25/IAaz71Y/DyyZctjmDviK5gtN2V/NYeH25TO2zp4bVcOGW88LguW29ckN1PDNht1QxQQ+2dIYBSv07CjCz7bldj04DTONMyz7tG3cKJa3VNUDDmAjxttu/PAKwo5QWfZpuN7OQJo8Apqf6g4pC2QgKM2GsoArAT8q9M3fu/SoyW4RwiRELNHjpajUXf+gCgJVlugPexzT++JP3Adx8jx5vXgqyrG95uEv9iOfaYT7ub9yLU7ClM1xfL2L8nj/96yhAIsR4ba0Qc/zz576QBXjYKejxxkP2P1JhOeoWVT+fppQB2F6eUCrB5x2Rw5F2S0oB9aZASzPAuVZdDcCTzRWP1k37ttsglJx1Xmz+e8UblgIUP3TWvxi1QiV4zc8fCAN88Ovfjy+bNvlaabfK+TiecfDpxgxliodV0xQECKTalSppetuP+wAKh55UCo3YumuWAdhTg+o+J7DlX/oBOk1Rz/nMQK1S4/6k3JsGCC09PyqzN/7fH3wIAGMqa5m7RXr0F771xQxA0bKOOd44L6KePt1Qv0nvWijVP1As7CkAFJ++3T+ejAN0mjXqdYfPvDQIEGztjACUBvaoikKu93nO4J6CnKd9/As3FgHC9+1sMB8U6VIP3XlPAOD7B59kl2tgj8/fmKMVNRqNRqPRaDQajUaj0Wg0C4SqUNRoFjaytLNceW6stZiYEGnT0siztKx9fk6uypGxkTuduZLL5KQQHUhDVc388M53vRPw+W0lEmRzYsNHGqtNBLWJ8HzwkY9+BICop7yJJpNkpoWQ6vBhYUFQc6R37jdrTiiyT2tqahIHxopMpoVQ84Bnwm3kZ1k3aE4C7/+AKPf8cFBsjtoG2GUhMJB92qQ1qxqu5iTw3ve+F4BkUvibJMIGGc+0c58XG6M8S1itOQnI2ESDcrypVbEZHBgAYGhoeO43a04o73qnmKel6oTCCSOoYiPvb4qWNed7NScWOU+rr68XB+JxslnRh42OiKIPB/aPzsu5+amKhRo5MYPK5EwaE4O+4TwuUpLecU706KdkagZA2Uul8cv0/KaaMFOKXnlf0swjVIfrW4NC1lZ2KR3lr2mN7MkUuvcpEzComOVpXjlmrG6Wk2mG8qzr2hQzlRx3An3z/1LxS4plSpmfXjdXBMi6tjLjDGTF7zpBwARYb9ZG5HOrqXEBHrKHp69u9Q7ni6JtrmzNOt5iQNZ0HADDcbUM3UP2RzucyTzA5YHmJvlcxi2XADZZ9apUkMVsc0AzXBMACK09KwnwwEVLVMmN+rrFLQCXfPeT2856wfM5/+TvCfPBc5YXSt7is3P7T5IAebM7l6U8o1+sBgn6XMg0DXkLHgyEVCfjlvIlAGd6VKUOlCf7i95z6oI52TEb4AOBZXUAU5TVHf2gKz7jESZztrzeY1PiwXgmYEyJdmNmh3MAtbZl1tsGY1RpQOZApcs2Lg8f73UyHc2MJNXYEum8MgHg5NI2QKjtrIR8rnD46TTASNPK6DOpTgDKDkGAt64OP5nzfIp3lkJhgGesnF4NOIq5UlhUepMvzcyqbQsCFHufPeY1jK67RhmkB1LtEYDpbf85knDFzeVly8MlgHjQcCYm1ceI+V9iUTBQn5mRblWtyPF7mRkPAiw1Y+o3n3PtAsCNxZ3KnPbu6BsuBZhyKy7mJZwZRQF+sXXPCvm4LfK6FQCd7qPfPtTiLQI8NbAIYMvqM/unM6JPs8b+IQPwH8nRws7uF1hixNR9X7fppVnZp3835783kY/l71SazQNEVlxYC5Dbe7+6STQ3vTcGYIZi6v7jIqshBnCJ1dQAsNUZU6+X6aHFw1tzLe7bAOg7c1UAoH3b86ZbFiFYVQyHAbpChULItmfYQ/gtCF71H7/A8fdbsi+TFhtWsll1YK8bPGICPNGUUu0ivuk9bQB9mZFKWpr3r5VsjQOE2jdU+iOvUMHbh8Yzap62tl3sPh8Zm7K9RbS745NFADNbLNuVDMV5Qac+aTQajUaj0Wg0Go1Go9EsEE5rRc3FF18MwGc+85lZz73jHe9Qj3fu3HnSzulUQxpw+Us8lscOlwDqvR0DmLuk8/E49/I3mwBuIGJ++GN/Jg87AKGAwXvf9TsA7OkeDgC4xUO2OI/qMtY6UUiDLsMzfPRf1/MueQMA5XhL8D0f/hQAoYChVqRlbHS7eXkkjMCshfFn7PEczNw1kTspR5eTBgidtyYHcCVrzBs+6rWbljq1k3Dt5ZcDcHjXXlN+5xIjpoyMoXpVGxK5i3hDYbuq8fvOQEcS4FKrUZVLva3csx/grs6z1XujKy5qAyinBzMAgfqli+RzHSMPPgnQdd3HYuMf/RgAVz9TuArgtwuZB7/5ze8AsPeefxsAyDnBAFR2XqE6ds/mwp7oK0NlJ9JKdagdzvJE/xRUVDQAVrxRmAU2rVIlb8vjPTmAJ154MgNwlbVIOdyOnb80DXC1Y5qf+7CITTGZcAD2LlvhfPjDm4FKnxZoWmXRtIT48gvUZ0w/eev8a6DnETlGlPp3VmQUnsLVX1jACIk5Q+HwU8r4XypozEVCZePaJfU7X3/B5cLcMVRjXHXt2wFoqgk+CHBlKJN/7+/+LgA/6d/nlZueOBF/3imN6tN96hkZB/+gI5U00rQboOgzDIaZKts1DdY0QGTjWc5Nn/mf4nUVj2g1F9h7oNsEsGrLATNWB1D1ihpJ1LBMgDKuUs0+76SHYW6V+flW/Rvk4yJOBmDQyR8GsAxDzQl+0VH+KcB9mcvOvfR573P29b8O4MqefU998pOfFN+//WkAno24phlLQa6i2wjULw1CZU4PVJUC91prUQIgfOiQCsQDXcJEONe0RF3r7O5f7wPIv/CA6tMuDzQvBghgzJKY//bqlQD0NF0Rftv/EHPo7z493QZww6XrDl775jcD4Bw4FAV4xha+xX7VtVS2V5viVv6NEa/Etp0eUj/IJ1vEdCu64kI1LpuhWBAgtOaKJfKYkx2bBChP9E0ClAb3qCIR7wtmCwADm5aX3vGV/yUO3vob8XkNNaUv3HgTAHeNibe8YWwq3mK1sM+ZUopeOZ8+WfHQihqNRqPRaDQajUaj0Wg0mgXCaa2oueaaawAIBiu7DFu2bAHgsccem5dzOmXwdlnkjpks6+hnzHJ9JR5f/CNn5E8HImIHJj9RbvSq5u0YKIWh4lXjR+7mVdvq8muJv6yqzPssDXdlgRl5y+V4iwEQmB4sLa7VJmevBPk79asl5Cp8K5Vy2xMxIQgIptYq34dMULSNMW/3c8guqNZ1trmi8qOPi7eM5xwToG5kzGwuiq9bZsYtgJ3O5Ky2VK3ImKxwRTnNIQx1XX9Z7k8DFNxKsv5d4VwWoKZjw2J5zKpb3AQQXHTmKgC3lFd+AsmBbRmAvtffeN59B8WuZXPC6gP4yAWJgR/9f78QL/R2LGNmxADoNksvqx89nZEeGoXDT85y8/UrOYwlm0QfVb9EKWqCjSsMgIPlggvwk/3bVD3NxaawIyqZjkO9sIq464V8CuCy5eF0ICd2NKUPi/QuKA93VbWKZi7m8nrwY3lKDnuyX+2EZg5vFU6m3rxC7uQDhM5aaQPYsabg2kbRNQ5Mu2GA8bZ650hchVjzIvivq4/KpMmLV3HG02KMl2Xt5b8AEU+VPhfjOce0g6ItST8cf8yrHamO3G2nCwCP2CNKwXmuWRcGWOH51wA4iPl0FKtRHksYgXaAYaPQ433GbvncHfWJYYB3jiauMfb1i4OGGNMeXraGh5eJUt7P7n2qBBBZfXkSYKgwpdS1TvfTYvyqIhWNnzvsIxmoxAPgDCsZBtg93K3awdjY4VGA6BlvVv5NfwmjAB9/4UAMYNItqdE7H7LLANMdly352W5RGTpTMqIAof39waXe7dQ4QQsq8++YYSl1TsbzUqnW+5zYnoeyRx+T82XX3qTuR528ULqUhl5QRjLZHXccAWjt3lUCWGzGVDsLr19vAlycjtSav3pGHNxxWHgT/v7lPaNBEUY5B9hnxFyAjFvx7jzZMTmtF2o0C5crrrgCgBg5ggHRhrY++SgAQ/F8ZSEt3jwv51fNXHbZZQAkmVKxkQucoBc555OrrrpKPZYL0A8+8CAAjeOTbHt6GwAp9ALbyUbG5mehRkxPDT06Ku7zt2x5RrebeURu2kCl3ezc9aw40DPN1q1b5+O0NMCbvTSAKeIEAmJKumOHmEAXD2V1bOaRudqNnAtkypaOzTwix5vEkX3I7Jt8XiwKPPPMMzz//PPzdm7Vjmw3jxrLsEyxTnrkiFhMe2z4eZ59djsASzmuL7vmBHDRRRcBUDdWwPKqbfX2iAqc/U8+yXPP7Zi3czsWOvVJo9FoNBqNRqPRaDQajWaBcNopaqLRShVpueJcLFaEnp///OcBKJWqU+p3XHxGdNJEWKJKPfp5BXJJGZ93vOXSMkC+bJjj00Jh+J2vfK4AYDhlFZ+jdQHVKgN8ucyVIuaPoeulB8hSqt1utixj87Y3vl6+WcXm85//vHqvbjsvTqsh0pu63WylvKbXvvrr24zKoagw1yzlKrGRj732lcF0ZGze8ta3AGBmS2ZxfAqA2z93kwUwHnDsiZLYUeul/KJmZ/5UOGnmejojr0W7EQsBnBmo5PUtMiJh7zXqgn2oFA0D/PjuW1QJ1fGmJf0AVm1rCKDQ9fC0jM1j/7TrYoBYyUhOedlq/fd/+0GAz/6iP0yTKD18sVdiMuelWcnS1FAdcZgTmWobTVoA+T1bMvKpTrMmCNBuxNTg/pvRw1KWrkwCpemgLNPt79P8SjQ5H/jFt76QAfgFmLYpPKSd7HB1Xv9XiDS/lJJ0qPyGZXlV8JX2zqZFWdzpETsSEbHp2HRVDCAecOyMZ3T63//3L9IArhmgOC3Mg4+ek2hmM1eKuj01pH7Tc5b8lfM42QbDcVPG5u0bxVyg1JIsy3Yj59B2MEG5LN7bkRM5t93ZCd1+POQcTLaN+BnvUAaoL4REqkvmse8Oy2Pb7YlegGm3/GN5TKZDSWP7/66L5CKRCAB9W9KXA0TdwDImRCnuv4wfugXg0Vs+NT29VyjUQ0vPjwK4toh5UaY7UUldnFGy2z9nqRL8KeIyXd3fRgL1qzzT5R71umDTyijA3xf3DMhjcrz5s0uvDQLs2J+oPZIWl3Pfz7+yB+Cvh/bZ/UUxvK0JxEyYmfIkqfZ7HVlMI+vaqk+bDIkaA34zekxh1p3vemhIHlrX0+UA1Jk1SrIUDosx/pLV6+S8zy57LgRf2fPAEYD4rgfDHY54y7NLzxd92uGtKuV6vtADn0aj0Wg0Go1Go9FoNBrNAuG0U9TccMMN6vHGjRsBuPvuu9WxRx999KSf06nCid6xMmMp0/B2aoKmWC4OhlynLiq+1nDEyrNrBtTujn83SPPSmWs13m/8aE8OFKGyA+ePTdIQq9VFK0A8NGuhX3MUM9RLXs5rNyXvd+vzdvR2LmeUwpzr87zSqf7d6pIXGzcYECVqYzjSTDhvuiZAa8kKLjPFjoMsCbrVHsvBzN+D3D3LTAyrg8p1tQrYYg9OA1xsNSqFxnqzNgnQYIQj8liPm83AzDLp7sUfWg6Q73poAKD2qs8ulT5OluHaAF85d/i/zzzjTAAuub0/DNA4erhU078XgCWB1iTAr+wBoRooVjbB/eU5JdVQsju8/II4gJNL21BRYAA0FIRxSbMRVo3pgjFvJ3i8qOYwaVc0qzsYmWWgHRxMBwACk1nLKHu7clZYjEGZvpI90Xf0WzTHwP8bVW0jm1VGmrIvkWaMUFHXyMG8I1c0I6LbYm1tMQti3DlT2agKQuWy6g/d1GIZf085NdvIuNrxq2ZlIQhZdhtgzDMK9qspzVi9KLHuKdHaJ8eRsSnXx8oAJQeK3sa2a4q3lmvaw4Gm1cDC2HWeV6Qa3acy3xxc0QRQLAmV5r8+fbsyJk9dc+NygNTbbqqRx27ac+8gwJsO7levuzzQ3ATwQHkoA/A/JjrqQkHRiqZ+d/kegL6PXv7YyhWiHPRvbrzRASg0rm9KuMJM2IwkhUF7zzZVWloi22W//+Bw18v96089fOoxgKKvL5F92kSkohKUCtpQ23oVr7qHvjcC0OgZER9ypktRb763OFQoAdQE49MpUTOA8NjeHEDOhIzXE8q4Jgyh4mk0wtpc0GPIEbJk//wnVHtWFKBw8AmlpC32PpeBSv8FcMgR/eDaQI0of+6MT0e82jfBsekUgBMwHcaFsqm5ZKnrXuMti6zo2ZMDOODN7+dT4XTaLdRoFjYf//jHgcoiGlQW0tQimi8FS3PykLE5Z8M5gFioueeeewC9wDnfzGo3hRK/8mLz9NNPA9BoaGO6+eB1F7wOgNraWgDO2dChYrN9+3MAyEUazclFbtysO+sscWB0SvVlzzwjDGvL1XBjsgD5kz/5EwDWn302AHWmrdqNjFFIi77nBRmbueYC0hQ91FHdazPzxVveItKf29raxL9rO2f1aZFV8fk5uSrn4x//U6DSbhonsvR0dwO6T5tvPvihDwLQ0dEhDgQD7Nq1C4B9+xb2HED/YjQajUaj0Wg0Go1Go9FoFginjaLm2muvBeDGG29Ux9JpoY66+eab5+WcFjJzmc0aoUrqk5TD+k1OJdL80po4otKSjicLk7EpB+J86lOfAmDqcL8JUEjGnb/6my96HzxbPhpSsjPNK0WacR5wptWFLXqy9Kvf9lsAlEO1gY994pMATA0Ifzu3LuF88W/+6iSf7alHsaKaVDJze6JHyPMLc5hwz4E/7VDKcC9421UOiFSoL3z6fwKQHhGJBROOZX7+K/8IQF+t8CjsnuhTKR8yPaEcS5oAwUraAEPJ5iBU0kwAqCLpuuxTpJkvQL+bywGkjGDo6NfvcaZUu0kM7h0HuGxlIgPQfcaV59asEIqAz19qPQiQ2Xkg+N2b/g6ARUf22wADlNV3/ao8oGS7xyLje301UDj4xDRU2o+/3ey2jQLAVsbUb1T+rh/JdqtjMl3q2ivEjnMusST8Ox/+DAC/mcqZABtXNOQ+9bGvis8YO3wC/6LTlxmpeHP8SucyrHWmR2yAt77xMgfAdG3nz/5ezMvyd2+NA6QvWD39xS98AfCP+5UvsDxpu5qn6NSnWfjbTbBtXXTWC6xgAWamlMt53FXXXq1eJmOTnhYmtRN51/ybv7sFgED9UgugPLxvVoph1eLNWeVcCyCIaQBkXNGX+1MGp579mTCl98ZigEBtWwjgiLtLmf1+p3SgF+APLntrEOCPDobWbSiL/MAfXXrJdoBrVgQKsk8Lta1LAeS7Hp5Qn9uwNAzC+P7o89hYmAoB9LlZNcXe84ovwqlDoH6pmAN5/ZJfxb/HFuN9fN3vN8hjbmFavM6pjMsyruuvuaIMkEosCV/1ic8BMJLNFgDe0OH0ffar/yK+00szK/pT3yszMACy/nF/jvuhakD2/XOlfMs+J5VVTYRmUyjJL7WaauWxYqDNAZh481njAJ/uC7a+f9mFAEyvbBIpgPmS+c1/+BkA51ipFoB7y4PKkFjeLy0EU2etqNFoNBqNRqPRaDQajUajWSCc8oqahgax6PlP//RPAFi+3e0777wTgMcff/zkn9gCZ65VQr8Rne09nksRYHk7Wn4lAfYcq47einAxXC+MHIuTZWlOW6pLeO/zVZOcY+VYnWeVri6/Uvy7JrK83YyYSzM14X+KaRecWFDExo1H5n8J+RSlNLhn5i6j7/cqd/z9yjUjGDXAt7MDs2JTVzQCDIlNACMndhK2FmpjhcZ13ucOFvyfBTDm7dpYobhQv/l27qSSplhFKhqomChLw75DPoXZerNWlMrGVLGpJxSGmWWG6x+/fRyg91P/9TqAyHRf99qmc8Vz+7qDAF/OtLY9d+7vATCUCw8DFH3lpidTTSZU+ttA0+qK2WfvsyImc/WnpzNeOyl5Zqd+xjzdht9geC5k6WdJTbq7IPaXYTokxhljPGMmy6b8ziq7yK8Rvt3nMa/k71yG6n4jdWn8W4w0BQECpSl73BPrhlc0i5iHApRkaFKLxNzUp/yQKhBdpvs4+MYbJztZhpl9/1yvS1TmCrPaw0ReuArvGXGipdRyANzS7oL4fK1oOh5fK3UNwdxz7SsHhwIA+47sz8tji82YDfCGQKtScvx9Y2AU4I8PhC8FOJCwD2w4Q3hsZEuuBRD96Lc2/k2PUNn8cuj5PoCtzkSlHx2bsAFaAh1JgEVGRI03h5zpHMxUjVYDs8rY+9pDbMM7UgBWTYtSpFltTTGAkqeoBRizhDttJtUZB+js31tcNykEGeNRIe5ojhtFMydU0EbQq5ri+y45tkl1TsINVPq2KrUVnqs8usSvpJHI+5vnnbR6ssfJlgDeO7U+CvCfS5yB3/24yOyw8+JlwdsfrWsuiYv8vJOeBLgrnPOVrl843dspv1CjWZg0NDSoCd1f3XQTAPURsEzRMH7uLaKVXYMnnnhiXs6xWvHHRi5wThYqi5x3330XAE7A0oucJ5m6unooicJDMjaBIxMqNvffdz8A26JLeGHfC/NzklVKKpUiZYt1lDPWiUWytoSLaYj1sUcefgSAg8lzOXLkyPycZJXS0NBAyBVxkO2GYnlWnxbI2zz11FPzco7VSkNDg7o5+dznRGpAKuzO6tOyDTE13lip9nk40+qjoaGBOnfmXAAqc4Ff//rXAPSXEjy/e/fJP8EqJhaLkUqJtYJVzaKq05LONgxD3Mvv2LkTgIEjRxgdHZ37QzQnhHg8TtgTCVx/vSj0cOH0gLq/kQVSxspRtm/fDoARnJ2JqHntSSaTpLzCGn/+538OQObsZbPuPZc/183+/fsBCBkLe+1/YZ+dRqPRaDQajUaj0Wg0Gk0VcUoqavzpTXLlcvlyIcuUK2Qw01hYc2zmSslQaVBzpBrJFIvw8gtUDUAls7XER3z1u99jVTRfAFjXuawMEAoYKj7/+/OzTWrleWhJ7avHLxscc8VjKySUGr+4825CtkirsZPCZPYcI2cffF6UqrvpJhGbkjFTHaphZul42TbmMr+WfdQcpealUbd4XBsACCYaHIB/+Na3ODMujG3bFy8Tn1nsN7r37gPgL757q3hjbiJTOHRQfEa80RKfVaf682jLmihAeaxHyNR9xsHVagLZGw05AL0IyXJk9TVJ+dz3dt4xDnApTa3y2A53Qsicc5M2wO0//xE7x8MJgI9f3SG2/semzIMHDwHwpl/cEwZwGw5kyuMjABS7n56l1Q00LheG05MDRQC3lK/0dzq1czZeG5prXKgoZu7GKImf+PLaRtEI4xFn/4EDAPyvr3xNtY3JVJN4MNGnx5mXgEz9K/tNMD2sVHsAoDjRVzGnrRFpS4FI3AD49o9uYyBnhQFef9bSDEAonTHlePOZf/hSGaCYaApIJY1V2xaEmaa3sm3o+cFLo5JGuF4dC3WcEwUwHTEn+Op3v8fKZKkAlTk0VObRX/zWf0UBjNF9uVK/GG/09Z+NHPeHnIIaZz8QXNYA0O/kCgAbrJQab84z69sAtjsTA/KYNLIvGiLn+Q/f83u8vy5WCxD50p/cC/CNR6Y6xsZEKs3Ff/yhZoBtrlkueOlVDYZI13291TgrhfeAm8kAFHFU/B6zR2fnklQBqliKTD33WTwEGlckAKx4XUQesyePZAByT/9oGOCehx7i8aGPpgDe3R4Xac13TdSNPCHKPP/l03stAGNw56QZE8UenOy4uEfy+kw/sv+cke5jH/2q6uDoQgr+lOexOfoemSplelnr/+eW/4OVyUcA2i4/LwvwcDoUf3brIQAevuEWC+BnZjnf54rQ9dgiVcqI11XEKwuon9OKGo1Go9FoNBqNRqPRaDSaBcIpqahZuXKlerxp06YZz/3FX/yFeuxX12iOjdwhsfwmp97j463klfp3zjIjdb08wOZoGTcoHocCwjtgPOeY6cpevlitDMZMMyyEOcctZax3ml8Scxluqh0w7xoGTSh6TmXjOUf0AU2RkhMTlYm1kubYzGVkOdcOo3ydVLsAlL2S6KlsVv2YxygWoKIMOCNVZCgfCgCE7LLYTV7bXioFPM/BdH/lewvTM77Tb5AnVRqqfJzs5wAAIABJREFUTPgC2h04KcxhPi77l/im9zYA2OkB1RtJhdnH7KeVEUNgw2+lANbuesACaOof4bzFDaK09p/9aycA/7R5jzMeA8Ac3JEDcDODpVx394zTiXRemVDnsef+DMAqMx4E2ONMVaXC6eXiN0iXTPpcl3uK4SBASyDmArT7do7dREsQwCgXHDMmdtGkarTq2sbLRJb3tWpbQwDlkYOzfq+hpecrA4Zg4/IIQGHvlkmA2pDNVMm0QShpAIhHnFnjTTnvuEXRp9mT/aLh+sd9XVDgFSHHAKiU7DZsT/npGJUXjk2JIhHJhOOJ0zD7n1aDjJOdQFPB3x8lDLGrL01hAVYYiQTA20NtqwFMDHWx024pC9BiRGLyWJsRTQF81d6/C+C3Ny2l8c4dqwA+8J9jqwFufGPyye5uEZyfhCbTAEvsSGzUEcUGSq7o84JGxRT/XntwBGCLPThzwlDFBOoXhwEMS8Qw1Lbu+G8wAzOyDvK2waFMQDgG7+ouA/S9703jhw8fBsC488divJk4XCgPCyWaP2NBnYdU1/oUiRqBVKnZ/uvmjdUXW41qvDnHTCUA/s05PAww3dlK4rlecVPZPRIEuGQiQ3+/8A28wxSTvSNWsdTjCEGZbLfWxBHVfjeYdWGAbc74vM/PTsmFGs3CRcpnN2w4h7ro7GWe/+2lox3wJOlykUZz4pELnJs2baJYFpPj7QOVSe+nP/1pQC9wzgf+2PSpLKXK/aNcgJbtRnPyWLxkMQBnnXUWxZVt4uB/bFPPy9jIdmOl8mhODv52Uzs6e64r+7S+PpFh4JZ0bE4W/rlAXMWmMuc9erwxY6mTen7VTHu7SDFbu3YtmzrEghljU+r5Gz59A6DnAvNBW9siANasWQ2P9856/u/+7u8AqBkcBCBuJma9RnNi8Pdpjxe8Qo65LvX8X998MwB9fX0AyEUazYlnxYoVAJy7cSPkZxs3f+MbXwdQCzaHnalZr1monFILNUuXLgXgnnvumfXcDTeIgeWXv/zlST2n0wl/eW4rJbxLDC9X3I8RDIvysqWcmnXJXHKjIDac66KmWgyQ7BosRXNxcdNjhuOz1DhShTBDWaN3z14cnw+KXLX3r9DLlWk3nDQBZFlUgPM7QjmAYtmdWW5dMycvdfddlgouzvH6ucoOuvHmAEBf2mbPsCj71L4ykgGhRCsHvAVNWVLYF3PVXnztRnk7VGv7kX+37zpJ1Uxp8IUs+HbtAaNpRRAgcf51HfKY64hdlq4aswCwNd7E+QFDvOeDbzoIsLW3GJ2uEYsFV1otJsDjay5Xue0yXrnd90zKQ2sqSpoqDc7LxIvlmG/lUpZad82AaGdlV6kDG2IBMS6Fg8hK3FZNk+d5Mqyv+csk75WWl94KwdZO9fs2AuFZuzH29GgJwK0TKqbeSZu6qCn6o+G0GGTqaxwZG9lGZ5RX9x5b/rLf1dqXvUr8Y1ah6+FpAHfVR1IA/Wmb//vIVAPA8rpABuC3640J061Sg4yXwVw+gH6VjVSyRAwhM28wKruSCQJhgE1WYqk8tsOe3AdwXbZRqDW/cy/0jCz+/9k78wA5rupef1XV1T3ds6+a0b5ZlmVL8iLjBWFsbIMdL6wGDAHihzGE4BdiwiPwIE6AxCQkD5KQOIEkL2AMNtjPjgUGYQy28S7J1r6vo9k0S89MT+9L1fvjVlXXTLfGki2NWprz/TPlut3lUp2+956695zfAfj+1eZjAPztj+Z/Zouq8PSeGrsT4MtJw9O+CWgqfP2Xhb5B99xzhcESX3u6484D5owlKqLJ9auAwkhXSeRRfnB/HKCw+O0tAA9vTXIgmm8F+NGCpXGA5K5UZLTlQgCs5PPDMD6KxijzLlUuK0FQnKfXhwCSseK8EHGiXPxE7awqxZ2crcTnvv8b2NqpSnKdPUsJOs1uTkfyKqBtqV4bAkj7onGH7EwexpdHr4RIGpfTaqFGqExmzZoFSbWCWW4R7c+++GcADJqzpdzzFDNv3jxMp2ztQw89VNLuLnAW0HncKVsnTA3uwjPAD3/4w5J21zYZrYpfrV07ZfclqBKPWOpl5f987Vsl7d/+9rcB2NQxn+eeV2W5V0/d7U1r5s2bx8yCigL4wc9Lx6y7774bgJCd9jZuqs69fupucBrT2toKhSwA//zte0rav/nNbwLQ32gWN9V0cUOnAv9882df/GJJ+49+pITqn83skg3PKSYUDFFjqMiY1avfUtLujmnXvDLG/v1OlIZUe54SGhrqgRYAPvWpT5W0P/yw8qvzmsm2bdum8tamPe0z2mmxlC/wmc98pqT9scfU+uZIjcGG9evVd7Sqks9VOiImLAiCIAiCIAiCIAiCUCGcVlsZd9xxBwBz584taXv66acBsG0RQn29+ENkrUxiXNiXX0TVFUj10iuSxaX9XVFCAKPBHK/0ZOsA0nr1MIBh5y07rzQCvBSdMuU3hdePWzrdDVO3a2aQzalcp/qQSh1oDOtweNDt+yKkeQIpTR8rk07m+5276WjPdeuNAI2pNLsH841O826AgJ21rGziqNcQylBGeLTg9ImAk7rpCvkB2LmM6ge6oTl/YWDXKMB/btEvAajaM0ZtSFMh0B2ztwAMmjPrQ/MuBuB3NqMA1oGXYu51rcRgAcaPrTulzx0fE0rc27pJd6jKAtg/quabZDjPxa1aCuAntppjCujed91Qd3+6m4gIHx/1IwMWwEg24ZX0Dc69KAKgh2rVfKKbkIkXAMayWgAgnLZI5zWVouakDg4H2kKmI+CZ7duZAchKtzjp2IuvbQDojWsRgFQgTyyttqRnZA/FJvuu8Nr4SwvvcUTi/y2XPAxwndHhzuusNBpUmoZFD0BY1wijBwGqNhy4BQBdh3SuA2BWR80TAAv7MiurDRXd8Y2UZQM8VegfcK+7z45nQNJqX5NDG1IAqYE9qpiDI/UAoEfqA1BMV26YPQcWXtUIsLDeTgC0qUzaToBXXjw4CrClevWy4OyVAGT7diRgfGpT9tC6o6Y5BcvETEzX8XDiv7tZC3nrFFUYOkC9pirVtNgm5xRUCXstlXVSnjPwlmV9ABvsHTGAC/ammjt09Z76amE4DnDYKhb16NRz6j3Up63ulUc3SjLWptz/Pq0WaoTK5PbbP+4dt7d3lLS/5KQ7FSKtyDra1PKhD30IEzUGTbrAqQdkkXOKueOOO0ir90wamxpL2sU2p47l551H63ntAKSrSkNlN2zYAEC2LS+2mWJuv/3j5FDOU7n5RvrNqeNtV7+NsLNQ1tbWVtL+0ksvAXC4da74AlPMHXfcwR5NiaGqdI7xPP/88wDo2THpN1PMggXzybt7BP2lL+ibNm8G4AolJyRMIR/72MfYr6m0wbJjmvN+E1++ZErvS4Brr72Wjl61b9DQUCpG745pNbGa03pMq/iFmtWri5n/d9555ym8k+mFK7zZrlUFAOLJZFE4LanKDLuloHOYHNZm1gG8dDgTdD8Xz9pqhyAxmAfIpQbz2UPrp+hfMI3wR2g4JZpdMeFaEoxRHYDxIsKNbfV5gPqCKuM4St6SKI0TwDE8Q3f3xMhbpAJVBsBwyioRSWvPBQIAfWY+L7Y5Tso8L7dP6JEmA8BKRj3FzODslRGA5Jaf9wIsvGwWC1I9GYCn89d4JVQLtpoz9YwqzRXqXTeU2rEVKJZfF04O7pwUzOcZCLQoQUC/YP1vt9YAmBZxgHS4IWDUKsc627Ux5b8GFDfMhGPDE09NZr1z6T3PxKEYcTvHXs1+bV4jwM6BnBdO2FptuF9SIp4j+zO5ni1Tct/THjeqzLdrf8mc0LB7PJgomABr02MWQE4EEV43/miA7nq1+aJHmnSAb/ds6Xfb7tbODQKsL0QPAXx0xWre8rsj1wIwmr3Uu4iuZQBers0lANZkY892jnYC8L3c/gGYEMVrqSlIIjSOjcsyStT5uZ4tXrRLoHWxBcXMgRRVjFFbA/DYjpS3UtMdK7jHzwGED/56X3z3bqAo2n21McMTkH4SjloevQYlYuuWeQfotJPTsmS3+9s9aCVK/Cn3+bRoIQNgtN6kdUBXU/lYqhj6srUzBDDUMDMB8Durb3hzvgcoPldz5vKiz92zRT1rf/SMc+zObX5h6Kkup17xCzVC5XLJJWo++cQnPsFznep3Oybeb0XgLnDeeeed9IzJBF1JvPnyywH49B/9EfsTahftN52n8o4El5UrVgDw3ve9lwurVGSAE6AhnGL8/eaVoVN8M8I4/L7AE/uUfy2uQGXw5svfDMCnP/1pntg3Ld/9KpZl5y4D4MabbiK067/VyaHuU3hHgstFF6kKTr//+x/mv3c67zfSfSqC888/H4APfOCDBJ7YdIrv5uQja+eCIAiCIAiCIAiCIAgVQsVH1LzlLcVSdTU1NSXt+/btAyAej0/ZPU0H3DDJycLvCmGlqNUzZrF9oNAIEC9oXprAgkZj+GjfFU4ObkhepvG6MMArvXle7S3UA8xvyaTdz71zWXgEIKlZEm4zxaRDNTrAiGWwL5oPAzSGA5549/J2cwTgZV1sczLI9WzJTDyXGumOAXxr+OZLAS75s3vR+oZnATxy0VnFmpsdjXGA8yNq7AsO7UjlB/YCEm5+0nDS2LyUjGCApw9m2gDMoDekETtr2ZD/c0ZqMF8YUbvTrm3cVF6APjudB7HRG8KxjZ5PWwARE0xDCQfPbSyOaVdv3aQD3G9pWpmrCCcRK1ClAyRzUBPU8gBVAc370V86NxQHiNhuGrTMOycC1xcrlybxl9ltXQArVn64DWBe61L+cOwBlUpjaMWXmRXz/wUgG1GpNz+11g+s36fmm7Iip8Ix4Y75zxUGSwR+3RTm1Iw72gF+eyDPs535NwFE0/lz3M+1RPSdABcOxU2ATanNicze8dIOTxaOHDXdyY+bVhq1s9O+77m28VJtfbjPZ1U81AIQeHYHWk+0FgBbK65nLJsz4P9en5nPd9pJ/6lxqe8T05ygTMGbU1h8oOIXaoTK5YILLgAgHI4QDDrjnaODMjY2RtRWx/GEGqty2ukr5nS6sWKlUp8PhyOEQtlxbUeOHGFfSI1RYpup57LLVJpAdXU1VVXqXSaWUH1lcHCQQHJ8v4nrkkQwVTQ1KbFGI2Coyk8+YrEYeUdXOJVSk35WNgimDHfTpqamBjM43mcaGR6hz3DGNLHJlPPm1Sq9pqa6hlBo/LtPX28vfUeOAJBMqn4Tz5WslQoniXHzTXi8L9DVdZh8VM39Mt9MPQsXLgQgGAyiaeMX+m3bJptW/SStqz6Vk7Ftypg/fz4AoVAIw3DnG/W3UCiQyTrv744vELeSEy8hnCTmL1Ci6MFgEALOgqVTuGlsbIzskMqNducb/TTvN6flQs2mTcWctKuvvhqAaDR6qm5n2hKyUwWApojOpXODAwBt1UYOoKsrypJGOwPwgCwCTDn1VjQDsLg5QCZvjwG01ypBx9pM8SVHFmimnoRWZwJ0jRbIOgqPb54XGgHo1ArMq7NzAH8lDvOUs3N+ZA/A0usugn296u3yk9cdBhg+dMgTiDR+9q2SXVKJzDi5dAfm1QA8uS9NQFcRAee2BUYB+jSLSzuso3pjxxIhKrx+4nq9qlc7WqApopeIQCauPjcGsP/bskAz1eQxnYga2/PPmiJqchkLQV1IdY5RmW+mnDtefFoHuK6+ClpqDwNw1fK7AMZiMUZuvfQAgPE/P15GHf/o2vUyF71xbE1FmOUtm3PazO0Aq0ztVYBYbJQ7z8/tBbjpH2SB5pTSWK3Cavf1tQLoiQwjH7q8D0B/+JtH/Vq5SDfLHzVzCiNoJnJaLtQIlcuePUr1/FOf+hTWkR2ALKJVCjt37gTgtttuw44eAMQ2lYLYpnLZvmM7AB+69UN016kSkEOHdp7KWxIcDh48BMBf/OVfUNj9a0D6TaVw4IAax/73l/43hf3PAGKbSmHHdjWm3XrrrdhjfYDYplIYcqIBHlvzGN999FsA7BzuOpW3JDgMDg0C8Oijj/LDT94DSL+pFGKjowA89/zzfHz1dwDoGz4zqg6ImLAgCIIgCIIgCIIgCEKFUPERNffcc0/ZY+HUU23H8wCz6gxm1RlxgE3qlBdNI5waQrbKb2oM66yeH0oAbBpVoc1uxIZwamiyBjIAy9tNlrebGYBNm8Q2lcC68+qGAN5129UASpzWSbXt0tLg7D4LU8+s/KE4wNWLqrh6UZWabzapVBo3mkY4NdRbwzlQqbaLmwM5gE1xpYfiRtMIp4YJfloewDqiovptGc9OKb+7sKEP4LrP3gyfvflxgC5nvvn84397Cu9MOC+zoQfgM5e9B6AHYNMmFcH5k8/Iu+ipZFy/cTiwadMBgI9cfe8puquTh2bbb0yjQtNE5MKPbdsVU9VA07Qlp/oeKgnbtnef6ntwEduMR2xTuYhtKhexTeUitqlcxDaVi9imchHbVC5im8rljdrmDS/UCIIgCIIgCIIgCIIgCCcG0agRBEEQBEEQBEEQBEGoEGShRhAEQRAEQRAEQRAEoUKQhRpBEARBEARBEARBEIQKQRZqBEEQBEEQBEEQBEEQKgRZqBEEQRAEQRAEQRAEQagQZKFGEARBEARBEARBEAShQpCFGkEQBEEQBEEQBEEQhApBFmoEQRAEQRAEQRAEQRAqBFmoEQRBEARBEARBEARBqBBkoUYQBEEQBEEQBEEQBKFCkIUaQRAEQRAEQRAEQRCECkEWagRBEARBEARBEARBECoEWagRBEEQBEEQBEEQBEGoEAJv9AKaptkn4kbOFGzb1k71PbhomrbkVN9DJWHb9u5TfQ8uYpvxiG0qF7FN5SK2qVzENpWL2KZyEdtULmKbykVsU7m8UdtIRI0gCIIgCIIgCIIgCEKF8IYjagRBEIRjJ+hbH68hoANEyVqn7IYEQRCEMxPD9A71ULUOYCVHZL4RBEE4DZCIGkEQBEEQBEEQBEEQhApBFmoEQRAEQRAEQRAEQRAqBEl9EgRBmEKyFKPOJeVJEARBOGkUct6hpDwJgiCcXshCjfC6+dM//VMAwuGwd27FihUAvO997yv7nXvvvReAF154wTt33333naxbnLaIbSoXsU3lIrapXMQ2lYvYpnIR21QuYpvKRWxTuUw321T8Qo1rECgaxTUIlBrFNQYUDXK6GOOMI+Ps5ITMyT8nnHAGAzPDAEE9RFoLmwCx0fYQQGJDgv5Eocr/+c9fUXfYPT5ryAoD7GnWU1N3x2c+TQR1gBtfGJkHEAjEqU7mawDmPDY4B4B7N8HQ2GwAls/dAMB9d21wrzFvxAoBHGrQM+65pXqtCdBvZQruuTh5C8ZH7wivjVGwx/0F0HPOY83kyBpqygz++tUaAIZi5tnr+wB4TjOGAXTbM4NwAokZjSZARqsiQN4GOJINawB7h3IcGi6EANpq9BzA8vZg5mjXEk4sGa1KB9AIkddMHaArU20AbOnLep/zbHJ4MFAznHZP56fyXqcLeqRBBzAKtuX8JZi1XLmD4sRweFANanNa8gDDKUtPWZ7PVjqBGJP4c77oHeG1KTjqEwWfCkXe1gDI5m0GEoUAQCSoWwDVpmblbVGsmAqGjbYQQFIPMao1hAEGh2dWAQy8OEY6r96fm8LKF4sEtfzmrHLjjtQnbYAZo5tGvAu6/Ub6yBumnC9wIKX84HVdGXpiyhd457KIev6++SZQsPMAeUOb+ht/nUiPFwRBEARBEARBEARBqBAqPqJGqCwefPBB7/hoIWYAlmWBZbn/4Z3/5Cc/CcA111zjnXv66acB6OzsPJG3Ou3w22b+pTd7xwNJ9fz742qn37ItbNse913LsjzbdLecBUD6/HlimxPEgw8+SDCuNpOv2Otr6B9Vf/erqAxlF8c27h+fbbpmLQMgc85MzzZ0DZ/MWz/jGTem3fTOo37OsiwsTfUly3bHNpsrr7wSgPaLVSCUaciYdqLw2+b8q97lHYdNtRuWyqlOYlk2tmMT29Kcc5bMNycRv22uvuE93nHSsclw0rVHca6xfD7Bhz/8YQAuzd7otYttTgwPPvggTjAGH3vXDcWGhBPF1FQLlPfTLMviY3/wBwDc9Pa3el/1bNPdexLv/MzH329uftd7j/o5y7KwbNs7Vn81PnH77QBcd+3bvM9Kvzkx+G2zdHXRF9gXVUF/vWPKh7ZtG9eFdn0B29a46qorATh/ufLT3jbnZuk3J4jX8gV6Y45tLBvLGt9vxs038evUuWDgtOk3FbtQ4xplssUA8BnCwXXMoOiceS80VL5BTieyeXvyDzhpApT5nJtNYBon+KamOV2Z6hDAlp3pWRPbRtJWxD02dQoApqEVAH60Kdnstl0RMuMTv+uGUYsY4evnim89p1bPRrLFt8ba8H4Asvl671w4OAhA33AbAP/1pGebe5vOigDckMz3UjMDgH6rrwDjhYmDTrBksEzQpKRDlfLQ4OKlANWHCj3uuevtIZX611pXzGWqq1EPb/4Mter26oEGt6lxJGoDxK9bUQx3Ft4wbiqAn+GkZQAcdkKcAUKG+mH3JwomwC92F9uqEloKYG6dLXHnJ5BEIaADJHPFfIzWiJ4HiJja0QeaZKZoVMvJfAoepzvqS8HRQ9UlA910n6saUwl14Es9/8WhQg3Avl3xGvdc2AznAcY640GATN72vLK3NGndADMCubzp9sNyqRuuLcqlRTmf989FMgcpBpJWyY/e328m9qHO0YL3gPMFciA+9IlmOB8KAPzHhsQS91x7jREDWNoaGHXPvXNZWM3zj71cB0Am5/3A+7t6NICxGSuYtN9MQPrI5LwYm9EM0LUz7YnTrGgPjAAEA5r3otlcrdKfh1Mq1bOxrb6YXpv1THjaULELNUJlUW7hrNxCza7duwB44ldPeOcWLFjgHd9wg9rdWbhwIQDBgOatdN5zzz0n+K6nB37bbO1Tk8FPt5bKy8RiMQB6e3vRnUmgsbYaALs/6Wk/zZ6tIgNYtMCzzd/8w70Ix4/fNtp3XlUnR46UfK6QV/NIJpMln1W7ngVT9a/OTZtZsVLZprGxEYB58yK8611qV+GH2zedvH/AGYzfNhvWHn3y3rNnDwC/+c1vSITVu/8FYWWHWbs6WXL22QDMaFPrajMWLZIx7Q3it407z3SOlmr/dHd3A7Bx40YMtfZMe3s7AHlbZ9WqVQDMmTsXgEXNAbHNG8Rvm+GUmkfcKBo//n7jcu4iNbfU9Ixy1ZVXAbDI8QUImWKbN8g4Py06dtTPDQwMALB37x4CTr+pblTjV87SWbx4MQDz5s0DYFbI4tZbbwXg63/7jZNz82c45Xzo7ljpmFau38yfr+wwlje56irVb8SHPnH4bePaZPvvSvtPT4/ax9m8eTMHn1Cb/m8eUmtneq7AhRdeCECb4wu0LVwo/eYNMs4X2JQEoD9euoh1uFPJbK5fv94717VAraHVWlnv3XPRokVe++nSbypqoeZY02p27tzpHa9duxYoDlo33XST1+YaxDUGVL5BTieCgdKdTtNZEDZ8GwEBvejEud95zWgc4ZhxdzWHUxbnNZIBODw32O+2P7Q1tQwgnVdGydkBzjP2bQdoiMxSgmhmNrOk2RkOWmeXiHA2JNUAGS3z/3ejbbRg6a5mYaR7WgtF+m3T+O3bfwGg/d8niwPYz9f/PoBlBqIAhUKOzkV1TwA0E6oBmPu7A2/StqnNm89f1L0LIHPZR/JVtrJJfN7KMIA+sMezW3bCbrJrI4C5qawO0Gknp7Vt9qTqqwGePZRhaWtgCODqhaGY94FYnYoiywwrYeag4Y1r8Zn1OYDYnIYYy5SAIGMpA9TY5olDTrLDLBydYDyjHmB0jGB1lQWwuNn0HtzeobwJsKI5HwcY1PoJayqibHEoCEBoNB24JrxUfaG5KJSa0dRiWxAl0Jk1fFvSYpvjojGsnmFjuHT7ty6ocgLCWnZik+o/Z5cEfU7KxOjAbBlbTfcoGr/wOU6/6Y4VPD//xc5sm3OYdM+1aKMJgJaq6iRA3tb1FR1q3PIiOnZ0hWYMKTvqkYYcTHjWx9BvpnuEQG1vTD3UXd0QCdkArR3N3hyccKLS/P2mKqmiNFz/q7o2lFvs+GlutEAwMEnkmnBMNBwaVpPCxgPMaq4tALz3vNr9bvvWvlwtQLl4zMGlbXGAw8F6o+6qSwAImyq6Y9baDXVLD6rItqV6bcnu6U5rbNwVLzaavEiRdYVoCqTfuBFO3bECb5odjAEsrrGHvA84EYNrBuwQQIgsMVRmwZNDHXMAejPhjv/3c5Uo0FGrRwHetjDU0x2Y516lJIugkhAxYUEQBEEQBEEQBEEQhAqhoiJqhMrCDRsHePe7313Svm3bNgBuvrkoXDs4qOQ14vHiAmUwGPSOX3zxRQDOObdYYr252ZPgEI4Rv23ckD4/hw+rMMBv3HMP9tmqPZtRKTX5Qp4XX74fgGC1SuEojHbz3X/7rrp261nedcQ2x89r2WZ4WMUlrV37K67NquefcnQaLNvihRd2ADDDUJsrbVqI5cuXA1Dtu05zk9jmePHb5s1vXl3Svn3HdgDe85730uim3ERVqlo8nvB2t9wx7V36TC9Kc37zDO86Ypvj57X6jX++sRvUTli0ex8AiUQcK6mizmqCVQDMIMSj//0oAMvmXOFdp7Gx6STc/ZnNyfQFVq5c6Z2T+eb48dvmne8sFUPfvXs3AB//+MexV34IgOSg8g+y2SyZw68AEKxyZpdAyBvTLp3jyXRQX1+UUROODb9trrnm2pJ2/3yDqeb7oW4VyBGPx2lC9ZdgUEUNRMl5/WbukuXedaTfHD9+27jpZH4OHTwEwFe+8hVoVenNY71qvkmn0yQ3qbmlPaj6zWjLXB544AEALlh+jned2prak3D3ZzZ+27zjHe8oad++3ek3730vOUeaZjigggWTyRSBJhXlHJ6nUtECbUtY7fh7HbWerCC1tXUn4e5PPBWxUOMaZTLrZrWkAAAgAElEQVQHAIpOgOsAQNEJcB0AdxCDogMgg9gbJ1tQncGwT0zKUrm0KeH4sHXVff/uWSV6pmkazRE9AXB9e/YwgHbgaRbveWkDwO6RIwWAbDxBNqJ0hW1T9Rs7m7AWq2wO1g/YYYB0IaN3WurlcyQSSQHoRLwoPKNhjglg55RQgZ1LeT8OO5uY1vGa7blAAKDlE/9wIYCGBufO6QXY8Sc37gb44vof851k918ARIZTJkAqnaIKQwd4cc5CC2DV4T189w//JwBnbRvqAAj+2y/aLn7R0b09tKEf4AOB2d4MNDvYXgXQZSXTAGuTfV5Kz5sD7TUAb/bd79q8avcLEp+puLZZ/dSzVQC6rrM6q1IGDufG6gCuT9Xwi3NXqd96Mq0BmJkMDB5IA5zdty8P8Kg2EPvcW5QTN79FpREGA5qXInUDLTUALxSGvFSDqGGqRkmzOSp77bABYNgG4YzmjjlemkBjtLsAYDmCqWYyWZKWGdEMTU87X4mO6QDVdTVW0LlMu1alQqprG73vFMb6VaPY5qi4aWeGYXsh/lpWiWyZtuY5zpNimOQmjDTZvE3B0SR2UzX16hYvL802w46gfVR1Vl9a7XRPeXLpziinwDB0T9TZj/7ct/YCpMssotmOD92Eqb+lSi16buvPhQFWn78g0f9b9UJqZRKvfSP+lE+3L5U7N52Y16r+0YZB1im00dczqB5K3Uy0kUMlD8Wdj93lTaNlkXk4rrpEbigfAFg1O1gqSCgcE1awVgfY2q60swzdIJ23TYDmqkGV65cYoPHwxn6AoWifBZCMx1mq15oA87S6IMBTiaFUfVANQ6mcI8h9wcJk3wbVb/Y2z9AArMRgUZjI8woUbroTgLb48mqAkK89c+Al1fmmQf9x32/8LB5Um2a7o4kAQKtl0m3aeYCCk/qfi8eLc0T0QArAzqW6P3m7Wli7aOUcC9TY5uraVXqxlIpYqBEqk46ODu9Y09TCirsDAHDj9Wqls7d38rJzn/vc57zjZcuWlbT//Oc/f0P3OR3p6OjA0sbL/Q8PD2M76yPvuLVomypdregnrBLpGf7ojz4NQMDOcc45ahdgR3EdlJdeeumE3/uZTkdHB63p8QuRY2Mx0o6A4y233ALAkSN92CnlC8zRI0zkgx9UInQXHz7A/Pnz1cltxdTcHdu3l3xHmBy/bTTU356eHjTnrfFr934LUH3JFdzUAsGS69z2B7cB0NdU5fUbBoryNu6YVmpV4WiUm2/27t1LyFAv/h95V3FMa6LUJi6f/exnAWgazbHYJxzo8otf/OKE3fN04bVs8z/eqUps9/X1Taqp4PoCBfRiv/Ehtjl+ytlm9+7dDISUHT7ykY8B0N/fT2Gk+6jXcW0TThc42xFIfyldbBc/7fgp60Nv305W7RVw++2qSu3AwAD5gYNHvY5rm1G9kcWL1ZgW972ri22On46ODvIBtYji2mbf/n1kC+r4Tz6tyqAPDAwwNqCEg+OU6m3dcovSUz13bqPXb2I+2/hFoYVjw/9+4x/TUkeU9OZHPvE/ADWmdepHX7S67TblpwXsHGeddVZJ++nyflMRCzXuYOYaBIqRNP6wp8kWBNyBTBYCTj6mKBtVBIm6s6oBdg7kFwOkUgbvXZR7BmCWpQS4TC1SFCzz72g5u2INqaQOMBKO6Imscrq7Y1YIVPnBSFT1w9mpbACgU88Vd+lGDitRwUxCIgQmcOURow1A27/veoBwPk/fH77trwF4Rik1GhmTXicGprNni7eTcrUxoxqg3opmAPqbTOyzZqrG5AvqDfXmN0WfeeDbAHzCXNgK0K5VVU28j5idiwPcFJjpxa0v1evqAH5W6PEEp+PkK3In4WTQktFKFH6j71s1APD4fUq88UgiTsOmx0u+m25o1QH6mqryAAYWQcOZt+YowVp2dZtzla4wXVg2wDlGnbcxNmRn8gC7I9UqKqRCd3FOBdlgYwBg71A+DNAVN3hTWzY28XNe5JdvTFtqqx3OZKBKRQ42GbnMIuVbBKqcFAJAUxtw9Nkq3MbOJoozmoxhRyUfUGLxftssb1LjixtF41+kmSj+62dcv8moZz6Q0QP5kBqmjIY5BhSjNf3H5aI1/WLpLtNxXnLFf6sMm6BTSZCxPrXjPDL5hlprNGsCDDQFczSp6t1jBwpqIIuO6XV5ZS895EXWeHYwatuO+i7hFRTw2cH9bUwroVRH9NQOBvBGreGDOYD8wOS2CacL6oFVDecWNalHbZpmyQ870LrYBMhHfdE50+j3f7wkaxdEANbuyTQCDA0G+WRm9yBAY7SrAJAZOOLNN3O1iPc7T9oqzaCnNZQCCNkZq1EF/dHp+NDd9Y257noVsRk579xWgEKsz/P1ck6ELoc2qHPzLvLEhENzLqwHSO36bXF3bhphGVU6wKw6Iw8QC1tk5rcA0K2rTedeO8lcS9mkp2Wmt4BQtXh1A0BGq4oD1FvDqZl1aigznRfYc9vMVGhMpbctSatxbnekmBblZgzkeraU7nBPMfLKLQiCIAiCIAiCIAiCUCFURETNmjVrAFi8eLF3bmxM1bCPRssVBC7lgx/8IACmWaYcqvC6cO0CsOxsFTbm2gWO3zYg9jlRKNusSQBc9tSjvwRIJBL8JWq3vm+4zCJ8mZ2VC9/3UQNgTk0h1+Zs+o+kE8pIGw+EzlKpoOh6rYqoKRwpLeksOzbjWLNmDTWBuUmAPc3t/wKQTmc4/NFnQwCZkYNJgFqKkSy3BuZ6S/mvWsMJgB8wswVAMy3d/PGzqvHwQCsAc1p29juh7U/kOocAPmo62w1Ap620aUZQ9Vq3FEa9IPbv5w8OAzQR9Bbq3+vo2/w43zlygh5DxRFEZ+2an7MGKwXwwOFtKYB4fAy+pX7D8aiKbgkAbXq1CbBTS3s/8ICptFPOvebD1QDnt+QS3pj22MtKme7sWd6O2R5rLAPjI9GClsqLtpLTaDf5GHDmmzzAvnXPxADiY2NknWiNcvONHqr2fsPJlAoJXHn1+8MAC+vyqaytxq+sE5hRbWqWrY13eySi6bVxbGMB7Nnw4qS2mSxa4tb3qDSBUUw9nlc7nENJywCYW6/nAplRAOxcSgPQHF0a55wFRd0av36Nix5p9IxrJYfzAPmBvWf0BLVmzRqqll5dA7Dqtm+oneRMFqtv2wjAQG9vSelZf7STa6drbv9QDuBIIRjoT7ntjpxGU60VCyhbNyRVFG6NZhY70ugwAHG7NDKzxolCaNFCnr0G7UwBoNNOlvoTZxB+H3rRuRfq4OgC5dTgP+ropRkNs7xIMX+k0lxLPeP3vPvd7jndHHOm8iaz5Fl7+ifik02OYbLm8V9i1L6SBuh+6seHQY1p/+GMaSNpVf6cSIQL06rc80Er4T3YEUfn8Z1/8GELYO+oEdrluN0DScsESBdsPRdpByDf05kEyI90exEaZsuCKgD3otlD6zzfwT32RwuGz7m2DiC19fGSKNMziTVr1hBEtwDOWaR0Z/3zTTyq3NQgOoMr3l4DYCQGPduk9z47AvAH/3hXASBd0Lwx7UBPJgSwel4oYaiAUHZaYxaAEZzljWkdvfsKAHHHTz6V+o0SUSMIgiAIgiAIgiAIglAhVEREjVD5HDp06Lg+//nPf947XrJkSUm7X8TpdBF0qlS6u4sCgVE7PcknFX7buCK1i5qKm5NuWcKtyX1s3boVgDDC68G/0zxmvXa1jBtvvJELWpSeRmurKjeITxZodETtOO946SWv35QI0wjHRGenb0xzdiAn09W46667SBhKQ2P2bFUlYsncYoTgnj17AEhlhti8efOJvt1pRWdnp3d8LDoWn/nMncyIqd0x1zaLWotj2oYNGwCoMixeXvfyibzVacfx2sY/37iCjsNW0TabN28CoK8qX7RNVeuJuNVpx4gzPwBk42OTfFJx1113UXC0glzbVGeKY+Ce3WpMaxpOynzzBunqOuwdu5WzjNq2o37+rrvuonlMidcuWrS4pL28D310kXXh6JQb03SfXslE7rzzMwyHlVaT+36T6y/6aW6/iQQsdu7cqU4Gak7oPU8XytlmMj/t/e9/PxFL+QKLnGICqVyxEuHOHcoeZl/6tHn3rKiFmuNdDICiEzDZYsDpYgxBeD340yr0UJ1TUrgYzj9xUDMKNgfDZ9UBLGoySkIoW6vyShztQCw0z1miedUeKCkBKSkDCn8KkRseOVuPVDltnohsXFPqjlcG2rwZe30hmgTotJMZgJGaAJduj88BGPzbaw8CtN5932JNVy82mRl1AwDf3Nb6ptoP3AtAbN2DOwH+cf/zXr2uQDJmAZyn14cAusLBYjh1So37q4wmryhRkxY843MSfQ7YUUsxLnTSnaAoFuimKgULBQbMmiDA5XNN5WlncmCrFx3LNCyA2q3ddZdrTQC8oKnYWn8J6KwjrumW9/TEvgWPrOHLaimUDjPumFYIqtSnvGYyUhvIA8yo0TWA6qBmBU1PX1AHZcNgQQ2XyTJO37QSN32dvJZtyj1DQ3Ulto1qajyK5UNO4RuOpFQKx2wzk/Ns46YrvVaZ54ltxSyCaYE792Sqm0seSnrnkyUpTy6ujdxFGgBt44EwQMuqs1JBR3CztSqfAQjEUnqTI4HbT9oCqCHgdZyI5l1Iia07Qt0AUVvNiWd6mhOMT1OZOL+Um2+MkV7vmUzsNwaWN6Zpg7GifZ1U23Bn1ABIzW3yfvPikx0frtB1wXcutHh1NYCVHPVs84ojKGvOXK7Gr+oOZid6cwBZZ2z71d5sm2GoK82qyvcDLKzNZnIHngcgWz1TCT37UjGN2lbT/3euFvHaXBHi4OyVkeLn2/zVus9oyi3KuMeBlTd7q2h2QY0v+cEDGYDawghjRkMIoHFoOAPQ2FqXDzousKmr8uvB/lhgtvN+cxA1XtWMDHj9xx08o4btDJYn+B94HEjqkyAIgiAIgiAIgiAIQoVQURE1x8qNN97oHX/1q18FIBhUIX/9/V7FWb74xS8CkEwmp/DupjeubVy7QNE2ULSPaxsQ+7xhfMJx5XZU3JXpKz7yxRqAK27/MxY55QOD27tDAMNnz8sd6jwCwE//7rNxgI3JQGhXWokE7ndE1CYLOZyuu9HlRMb6rbSKkNGynnGCmq4DdFDljbvvCLSbANcvPr8O4KaZF2BdNy8K8OKIFgZo7x5uzmaV/tydQ0+vA9i+4/xVlqr8jNm6uAagMDbg/b8u7joAwHOFwRTA1RlV8hug3qgxAJ7K93s7rlFKSyCfqUy267jfJxbo/p7f9XtqTLv7z/8c/aXdAJh//fA8ALsmnEsk1GN86JEfJQEWpQI1s3NqzJuvV+cAto70eM+33tkFdyN2hFL8IsHlyizbM88NAVx92QUFgM/ddRdhU9MBxvKqewVNg/4BNd/89Z9/QYlEW5BMquDAycYy4TgpE+Vy4/XvABxfwCnBTTicAUgUsoGRYSUI+cA/fDkF8Egm7tnGJVgobmPWuKKOhVMn6lhpuGL0RiZeALCO7Jx0HHfLC6+44W15cGzTNRSAYrnn/lwgMNSr+s137/mCiiQo5OlPqlQqd1z0R2l6fdSNqykTaTUdONaIFn8U7kTeec07dICv3vHHMLs5D2Aeiam5oq0+3z8wAMBn7/2m952JPrQb+aHuKVoAX5l0oYgzbpUrLx+cvcKLfDbq2kyAyy44rwBw2yc+yY6BQjPAv7+SCwHsGLTmZjJKeuCnP3tgFKCje32uygkkm5tW/nW/z/aZSKMqAX1kdxLgyKILPbsFq1Q96cz+5z0/zUqOTBs/zcUfuTc282wTIHNoXUm04BXXv88E+NAdn2VVfCALYM9tzwMkcrZ+6IjqN9//xl0pUL7AwaR6v3HHtHOMOu/5D9mqMAsF5XtHOXUvOOKpCIIgCIIgCIIgCIIgVAinZUSNULmsWrUKGB9F4+fBBx8E4Omnn56yexIUZ52lBOnMQAA3l9bPI48+ChRtM6Y3lnxGODnMaJ8BgGEY6IHSYbmntxeAl15RelupJWXKrwsnhYsuuhBwxrRAaeTAls1bANixYwcApn50EULhxLJi+XIAzGAQT4/GVyH4oZ8+BBTHNImimTrG+QKOjlPW1/7UU08B8PzzzwEQSE67zeJTxjjbmKVj2pqf/QyAZ373jPpc4RQKNEwzVqxYAUDQNKGMH/3Tn/4UEB/6VLB06VIAzIBJUaqrGBjb16f8tG3btwOwf+vzU3l70xq/bUxnTPPPNxPfb04nX+C0XKhxJxkoXRBwFwJABjJB8BO0swWAupDOx+bn1Jt+0wL1VpOyvFEr0LpYjXJDxcUANzTQFUAF6LcyBSif+jOd8Icx3xSYWQ9wnlHfAPBKYXjYbbvQaGwEaNFCnjhcDYEqgJE6sxPAntvK+ssuzgCsfmFdCMD+o9/b/OqjjwDQuVEJR9fsfmqfe43CWL8KT29Z4BXkSB3emwR4s9ESBqjXTM+t+H/5LnkjYvxEfbHRFAZYptd5tvlebv8QwGFzdjXAs30WqzsaVUjt/DYVeltdVRjdpR77q9Zwwrmup9AZQqW7+UWK3X4zHcQ1Xy9eKgUQaJpnAti5lOcR65H6AEANiQzArDqDbN5pjkySnjlOCHda6c6eOMo8t7Kpaj6GLUOl+2XUPPOmWcHEel1pn1tJlQLld6rdvukPexdKKTR0qLSlkEpnzXS+UpIS4B/nXJHfcCqvTkbHYF+fCve/7OwEQKuhU41TPdKxdd4nkuse6NUtXmcyZ54XhqIAq2ZWeZ/Pdm1M+a8lHMVnctJwsu6Cc3VRN9YVlo1Ymp4wqtzPl6SE+sWMXSTlSeF/Nu7vNdA0rwrASg57D7Fq8VvaAQL1HU3uufxobxSgxR7YDbCi3WTV7GAK4PuvJFoBbr+4euOjXSo1Or79hTxAUg95fcRNdfbbPhQ9lAawc0qguzDaUxQadoSmrWkqKeDNAVpxDoj3bMsAFMo8k2pbDX0ddQbZ9pl5gGBA9aVgQLPCmpph3N/BuE7hzFkztCrPT9tRiGVO2D/mDSKToCAIgiAIgiAIgiAIQoVwWkXUPOqELr397W8vafvBD34AwJe//OUpvSehaBeY3DYg9pkq3CiP++67j616axjgkzdfkgAIBU2IZXSAv//Ph02A3lxt9fcfUGHO+eihEYBB2wxMvJ6f6R5JUy50cos1mgRYqtfVAcTsYun0ezI7DgGkzrumBuALX/gCH3nkiTaA2e95m9pJCQS8nZptDz7eBmDpmrV37VoA/kifFwH45xf+a8C9bu0Vf9gOoEcavC24JL+IA7xSGHZ3BTyVzgv1xhDAVmvU2zGYTkLQ5Xbrq1A7/r8rDMQAvvOd73CDCo7iunoVdWb2HoRZzTbAg6kDwwBV/Vnj6z/5HlDcMWv0lTpfZ0XH/G0g/eZ48ZczBW++ycP4+cYt7fyTH99vAVgBnbu/8qVx1xoX+SGlbF8X5ca9rLMj+dBPHyKgq5/626+8SjVmcjSG1e7/Iz+5zwIYLkTMr3/73wEwZy7XAXJOCVwo9k3/bqpEoJVSGOtXz8RQ9bQDzfO8OcDtN+2aEq//3ve+R6qlWvWbK69yat+G4MrzEjDeT3P7jRtdayUGvdynQDJmAWR9/cdtd6Op/P0sOPv8MPgia2BaRtf4+40b2edGC37nO9+hPZTOAZx36dU6QHcgBLGCDvDko/d7v/2/+sr/Our/w2iYo8RpfX1p2uNEKvkj/XI9W1MAuiPYm+3a5Kkx66GaAQDt0bv3gvKhn8y/tRmgY8nSNoD7Nia5ZHZwFOCZF18xAQar+rP/8Y/fACBeZRcAwudcX+9et/mVn41NvLXCaF8Win113G9kGvlk5XD//Z160YcOTsjAnPDumQcIFYOYvDEtaZn6V/7q78Z91z//uz7xKDnv/1BJfppE1AiCIAiCIAiCIAiCIFQIp1VEjVBZdHR0AHD55Zd750IhtaEzODjonfv617/uHcfjJSnUwkmg3RGnfdOb3oSVCgMQCjq2GRokFFMbCP/6r/cCYDcvIZ1On4I7nX40Nqh887PPPpuO9q0ABBwB4bGxMTJO33n+eSVEl8cmm82WuZJwomltbQXggvMvoLC4HQBzj7LH6MgohbDKef77v/97AJots6Q0qnByeM35Jqs23u655x4Acpot880U0dGubHPpZZcSNFQfKc43QxBU45trG+pmev1GM8NTfLfTi7a2NgAuuugirFlKdqOcbcr5aQExzUnFm28uuIAFDarfpE1lm2g06n2urA9tlIpACycOvw+9v1fpArl+WiKRYHhEjV+uKPozB58WX2CKON53TztURyJx+voCFb9Q4xoEikZxDQJFo7gGEcescsgWo/2Fk4E7Ub9GGPEFM7QEwO7BfAhgeATOaanOAFgzL2oG0JJDGbugFgPcUOVOX6hyU0HTAXZaY9MvZvl1sM6KDgOM+EIpP2rObwEI7NxeALjhhReI/8UtewFCazY6dshgPrerGiBs6ybAonx4VlJl5pDFygIctBKebX7+3L/3wfjKHPtmnhsC0EcOl0RNDqYy07qERzmB0t8VBhIAzZFGHWBo9gyauqNqfpzVnAMohDWsWU15gOiy32sGGNID+uBMTxQ1B7Bu67NeiPO62QsAyHZt9MJ3mwoqjbCSQmsrBTf0O+sf09xxTnfENgu2txhQjpxWZt5xrqEFiykZhnNsZ4sh8ZIOVYYJL4TZcvNNUCk4J3MQNJyY9ZDzvWCg6AuEm1SfMqp0d4HGzqVUuoxP7DPupNdEbekjk+LYItu1OQ7jU17cdOWkVrAA7EjRbyaR1gG0RAY7GBj3jE1bK/bDCWmHCsdMvt/FxH7j/2+/QOp0xp/KEmhaqB7e8MEcwIIGjY1HrDDAvBl2HiCdh8Yqjj5XT+L3SQqND/c5+X6v7jzgpjxpZtibUIKzljcDjATtHMAz8TAfWGwNAGxKGjUAMQOqAurBrlj38BDAloUrQ4Fm9dz1mecFAPKjPd4OWzGFp3gfdQOdjn1FWmAi5YSx35tVkgJPVUViACNpmwZdjW9kHDtn897iczncFDh/H7nCaK0H+EHu4OBRvnZKkdQnQRAEQRAEQRAEQRCECqHiI2oefvhh77i5ubmk/Yc//CEA+/btK2kTTi6ubSazC4htThrOToF/5dndyfrS9x8xAXpqOmis0gsAaUeYbs3ja9nglEYdGk0YAPnoEYrXGM77rw8QR5/Wq/vlcHeq/DsfUc3OAJxNbRggZRe8tmE7mwO4/PsPZAFePWcp+w7lWwE+tnR2HODxn/yE+WtHWwD2jwykAUy9dsS9xi5rbAjgmsCMNvfcfKtaiTXqlvf/+l7PlmJtdRi3mxS3S6MR3N/QmRxRMFeLBADidt4CiJP3/q2uLZ97/x83A8z7+SuwZKaKY54dSgH85L7H6A/XBQB6dq1PA4TmvalRj6h0gtSOJ4YBhuyM94DzA3sKUIxSA4h65WpPxr/y9KYosrnQ+8G6Zbkf/ukDeYCOthbv83uH8ibAD+57zDu3b9++kq1mV9zUv3Oajx6Snf7jwH2G48pvO3PEw/f/pwWwaFbRNm659O/f9yMSKEHbg3t3WM418hOv4cfdhi43twmluFFJ/l1id1761b9+LwDQFIrAnkEVVuNECT56/wOM1IeVwPM+FX0ZNWwLt4y9M30ZDbOK7wr1M02AgOsn4BMTdmzkv498tlRguMFJEZlOUQP+37I+sD8H8Fe/WBcGOJCqpb5OtS3WUgWAf/3J90mEgxaU96HdZ6wvvarGPWelYgWQKBo/3m/RF3GcdUqWlyssMLb+J4cBfv7Qv2UALjm/Ff7u0ZkAb6uL5ACeeuq3bF7SkAZIdPcHABZ2P2EvdK7xu9lzMwDhs68qDogO5+7f5vWbpK58EIlUL8WNevKXl38wQgzg2fsf8OYb1we4b316BsCLL25hhhYdATg4pPQc9EjEMBrmAGAd2ZkBuDEws8697h5rLAkwEokUbyBZOXIDElEjCIIgCIIgCIIgCIJQIVRsRM3NN98MwIUXXljS5oo3Adx9991TdUvCqeAYdVimM+V2Gkey6sH1Jwo0RlREzapIJgOwPt1HZ7g1BGDn1O6NZhRzZL2dZl8URlldAqGEuZYqaV4TCBgT2/ba8TTAP939X1cD1NTU8JaOxj4AIlUZgBU7+/nlexZtAUj+utAOsCbfc8i9xkNt9SmAOwbi3m5Au1ZVBbDXKgp0/UvooiUAX85s2QsQL+R9vxE17I/bdZsGu9VuJE25XVx3t/Oec6+sB5gxo51E0moDqNpg5QA2hy6h2YoNA4SXqF3M/PBh75kbI715gD0NHd68akSaVHlb3+6zOWNpCKSE6jicscaobQsAaGa4GEmRGCwZfNxojcmu5Z8z3CgQv0ZNOe0CoQzOcyob0eI8u+5kwATYO5QnbCqRoNaI7v3m6zRVWrshmXT0mUrnk3K6Gv7oHTeqw7/DKij8/cXFfZ6hgbhjpCGoUhEaVIcsgFzQoDqVHVcKPV5I+yINFV4ZcECPNJXMbV6/cuzl34t2b8z/+4ky/WjwCc2OOnNEzlLaf+mCzep5oQQATkBmNqhjaEeflt3ow3Ag5Nk+27VRRDonUC66yJ3v3R911D+2OREXg2kjANAdKzB7JKH85eVzYwCjDSFWruufBfBLzRwGCKF7dri460AGYMehTd3uuYzjd2z1jXOBlTc3ADRtejwG0yvC7Kg4c4o7zvsj0WY7Y9X+saAJUN2X4/5NyQUAi5sDUYAgOdq1oSSAMdKrxiPfnOFGVv/M7ol5/895F4UBrEPrvOfvjp8Fp6+eynmnYhdqhMrEXUCDyRfRZAFt6vHbZtGiRSXtzz77HADf+JtvEGs/S51sXTYl9zbdueKtVxAqKAesWqsuaT9yRK3XbNq0ibs3/QCAP2T21N3gNObmm28mH1A2aW1tK2nv6e4BYN26dRQG9qqTkdLPCSeet771CoIZ9cLLG+sAACAASURBVFpXbr55+eWXAfinf/qnKb0vQfUbS1Mvi8uWlc4jTz/zDABf/dpXvcWe4NTd3rTmxhtv9I6XLFlS0u73BVyOLs8tnEiuv/46hqpV5cezzlpc0u72m6997atkkYIcU4l/TDvvvPNK2rds2QLA/fffz+U0Tum9TXeuu+562uNqsfOcpUtL2vfuVb7ZL3+5lse2PDql93aykdQnQRAEQRAEQRAEQRCECqGiImr8orRf+tKXADDN0rDkjRs3esdSjntqcG3j2gUmt43YZeroaFJ6Zf/781/giYG6ZoDtg7YjXprnwLCquz22f2c/wOH4MCGnfp1rQS1UXRLOLOlmx0+nrUL8f1cYiAEMzp1rA1x995e58vM/vBZAszP+rZg+gKcWmXsB/vkXu3i71lAHUKerdIIgupcio5lVOsALhS4vbHOrNToA4wXxluqqjGGbHjIAopZP8NgNr/WnfEwDW08MK760aY4J8NXf/xT/kFIhaIdjljMJWZzVHOgBiAy/0AUQferfCC24pA4g37WtH8De+3zCvZ4rTvfUSL83+EWdlAG/kGZw7kUq9emIqew6DZ79a+I8Aze8uCFYyAPcfedHOJJS/WDTEdupL5ylKqByAnp3rs8AxLp2eCllHr7ft/v8/aW4J/6/hWPD7wv8uqe6GWDrgO081yxLW8wkwOZNm/Lg+ALFZ1zy/N0y0n5xbw+fbbz0G0mHLqEwcjgH0DT/nADAbX/6FZY+v60GIBD1/ebb6nMAr+zebgEciY9688ZIJOJ8rpgGbTaoMdK9PkDOSQ3xj2leiloZm5QTGJ6OYrdac60FcOfdX2Isp57FWxstJSxPFlDD15NbD5kAsfAMT3TYxZ8GEmg9KwSQ2vp4DOG4mJjGuaJJpVX+xcc/Q/XuIxGA+X/1o3a33V46exjg5Z5X0wDrEn2cbYZyAD/LqxSa8/T68fMPxXRCgDZN+WL9VsZTNU5mxvLgE7HN+CKopuv4NuHf3Rg2LIA//19/zIsD4RqAtfvyjg+d58MrIwcAfv3AbzMAQ7/5DoHWxSZAnbPE4ff9Whw79HYs8t55CgN7StLQvTFqgvD0uLYpQiJqBEEQBEEQBEEQBEEQKoSKiqj53Oc+5x1ffPHFJe2PPqryzkT/ZBoxXVeVj4P87JVhgB3JMINpIwJwUY3uKdctaQ4kAZ71fSfXszXlv4ady0y6ROyuJrsCduOYpjbynskkq+v/PNx8DsCl3/4ZZjShxAKCPqWG4XgvQM+quhTAc4VBLtQb3QuOAjyVL0ZoXNuViQCsDLR7UTkHs4k+gAuMRq8E9Bi5HEDEF2Xj4u5gRwtnsHDdJLvurijp/mVvrQb4dWg2QyNGM0A6b81yP6dpaod/CelDAFZikPTup0bBF5kRqfOe7/b0aAogPm9lcWfNKcXtF0XNdm5Igq/c8TQQcj5etPrZJsCRVICQYdsADeGiOG2zI5Dux93pn2xXX3jj6HMvqQbYPByiK2nWAwx35fy7yX0AhmYd1R7lykiPj/CzSj7nCdRO0/lmMtzf98yYGlNmjQ4TGEurB7r9sN82MQAroKdAzV3u89eJ6AB6dYs3yRt1bY4YetTrb4YjHGw4ZboBCqM9ORgvOuzijnNZ6YMezdER9cNO+DbyExkdoEmL5QDyrh6aD78YevbQulTJB4TjwxVD19J5gOyMOiIHBtXvtKmm+HyrQ3mAXFBFd8TtPH/XUTMMgFPqYb5e7fWzR4MqpUCvnun1pfzA3pKBq8r5O1lE2rTFnQ+cvzkLRrJGCGBmm+7Z5nCsEAIo2E7kuWFySXQkAPAc2RyMn0desYbV544Usz6CTun2yQpyn8oowIpaqBEqF3cRbbIFNJBFtFPBBz94KwDnLD2HIwfGR/Bt3LiRvqAa0/5SbDPlLDtHiWw2N7dAcGBcWyqVIjE4BMDdd//9lN/bdOeG37sBgIULF7IprfpIOq4m49joKFpCTduP/M3fnJobnMbcdtttACxfvpywqWROUzkVFv7kk7+mxlDvg1/92ldPzQ1OY2655RYAzj77bLr3qfkmnlW26Tx0iED/GAD/LPPNlHPHJz4BwMqVK6HHWVuJKnvs3LmTmNoX4O5/EttMNeN86MOD49rW/mqtdyw+9NQzzjZRZ21lnVoo27VrF/FhVbzpG//+jbLfF04en/3sZwFYddEq9mxW+89ukuyWLVvoMpWf9n/OYF9AUp8EQRAEQRAEQRAEQRAqBM2231j5N03TTlj9uHQ67R2XE6qdPVuVq+3t7T1R/8sTjm3bFVPlUNO00rqMrxPXNpPZBSreNrtP9T24nEjb3POb6BwAXdcJ6Ko/Noa1DMBXvvwVjE0/HQCYM5D1UmPmapEQwI/t3hFgnBCnnUtZAPnoIZ+So3N4kgRoT0fbuOGUrogswFwtUgXw7dzufoDCRX/yEeeaYNvqC+FgDNRuwE3hjY8AdPb1eNetvuj9jQCJDT8ZBrjB6Khx21YZTQ0AzVrIjZrlhcLgIMACvTrinvtAYO4VAN126jDAlzNb1rttXujnMXI62sb9nYbPudazjVHbpsQXdzwxDPDJ/7txGah+M5yy6gEGE1Y7wPbt28iv+dwjAEO7N3nh/Av1ahMgaRdsKArTAWyqixQA9EiTd86fMuBSc+lHZwFkDr48BJDe80wxBvc4+9RpaZtjYFtP3AQIBExGUta4yN93v/vd2L2bUvA65pspFNA+U23zm92xagAjECCbV/5OX9wKAXzhC1/A3vrIEMBQ75GS75YLH3cFUv3pga5t3DRFAM0MawBWYrAAbyyd7Uy1TbpnUAcwTV+XcVJqLrnkEvq1bB6gK5Y8JiFgF7+Irfvc/bYJtCwIAWiBkAYyppVjnA+dcZ7Jq/vDoMa0dUbstcc03/hVTNeYupSM09o2ZcTlG5IqQqPvu//dCGAYBtrzu2YCcKh/JsC6deu4Jbx5LcDw4hva3GvYBRXiGX/5/gEo70PrkcZA8Vza8rcBVF90y0wAKz6YAhh74b/6vZuUfgPAjzb8f/bePMCOu7rz/VTVXfouvW9Sa98lS7JsecEgMMYGjG32dYITCCGZCQlgAgmQN5kMM3l5L0PyJvMmIZOEGWKGfTEQg43BNmDAuyXbsixrs3a1el/v0nepqvnjV79fVXdfyZusbt0+n390VbeqbnWd+i31O99zzpiyTczh6KibBShV/RjAP/3TP+E98A9HALb3Vcw8uclSHeA3qsfHgGm2j7WtUOGcwTgCL39o9Eu1jShqBEEQBEEQBEEQBEEQ5gkXVI6atrY2ACqV57fSOD4+Pmt/rQhpbm6etX9LSwsAn/zkJ896XjdYyf7MZz5jthUKhTPtLpxPFlLpzuBvvajTGQfj4bQBEkH5Wj8/RJevSnHf7/aGCbisdAXATinPQrT8pqFWEkg3FAhkg6S0ugTh65yuRv3dl/1TowA7aDYqnovspjTAFyuHh1/Mnzvf0J6saLLfTU7T9JvW3XwCAMuGwXHlqcmr8twZ36ESrO5vDPI6AAzs/ME4wDWBkuZBd9h0LivtTAoga8WMi6DNSsQB/ip2uk9v+97UydsATlx6QxbAabqkXX9350NPrALI+1UjYcxYsQaAtxd/ff/Mv+9CptJ/oDjzsy4BvakzNgBKUXPfkXIHQHODPQzgT03CZN+sxJj7vMkKwA6nIwUw7JdmJ89MN5txVStqomWhi8/cMwCw5cShYFvWeOL2btweB3Ay7ca+flUlACk8+YOxF/bX1wc6ibBOIOyPHiX+QoWrzmwlqKYtUo54Zgn3KEb5EfW+1et4E7lf2lNsxRtsgJUtTgkgFlFtXNpjFQA+fehnZtvz7T9qKjqC39dttRbTEg0HSe7bXMts1OPScb9wxnNc6Cy30jGAtOVYAL2xlA9KibZkXOU6JZP0AAqWSyUQwEcTBmvOVkZ7mtopsE20TysdeTgPGBtG21QOWyl0I4nXdWnphZQQt6xEmPiWjykncNWGIsCjTu0K2zPVZtGS6NngneNsfVZNaihLovattyT3+nnORvqGkeBvywbtx79qgzJALIY/NKnG43/+g6cA3r50KTQ0q4TYfc/k9Tnc8b4yhKrd6Fwj1r4iCdPH8ep4bxkgc2i/2W/k7r9RqYiDdqPV1ADx7g0tAE62wyhF7GxnC8Dgl97/qxd1My5Ati2O5UD1aX2TUymAq5YnRgD+8diDtLrqnecpb9zMZ3N+NVA0zR6zdVLnaeN+jXE8MUPH8gan29jhDvd0DsL+F2CZnY4D3O8OnfM+7YJaqBHmJ3oBDV74Ilr0mGhY1YtdSKv6Nq7rErM8WUgDso1Zc9863A6zvdVXY1Eh1TDrmIkJNWb58fgs28SxaW5S0SQZ1FwvjUNTUzPd5Uauv/56AC67TK1JLD02Gv5mfx7f87n4ykViG8B2HPOct7aY8RnXUsnRmjx1n9vtMLrUyat7bls2nhcUSwleUmKxOE2BbVoLym6j2SzpdBoybezY8WoANk+o81cS4Vw9XnbxfZ+//a138e///f+lzoe/YG0Tj8doDvq1IFoAgHLwotOsIqXwCPu7mK0WD2JOjKqrjonF1BDre6Ft7MDmLZMtNDaqtc2bb74ZgIe61wJQ8MPKYI7l4XkeF8Wuk3YDtLa0kEip+1qonq1OQ8h4LrxXs/u0OE1Nyg62Fdp65nhT9IJwOju0uYw302ltacEqq37lec8FtG3sGnMB+8xzgbhvccsttwBQdtTzkCmEUZ3xsovrueRaGsQ2QEtLK5ajHC3ViomSxU8G40vwzpGILIIOTgRrw87suYAVGW/QUdVehZaWFlo8h4985A8AqATRoXk7LD417DXieh5LnWGxDWeZQzcEz76+v4nQbo62B/4LmkP7doxbblEJWiu+sk3cCh1wFd/B9TxSVllsg7KNn1Djg2uF91QXGbKDMdwrh3O4YtAf2Y5jHPuxYFs8HhlvnKCtBe3G7eoyc+ihYP6X98N2U/CS+Pj8+d/9ndgGaGxspCWYO8cr4bpiEnXP7VRGbQjXU8y7Z5zZfVp0vIn2g80tLSwuN/GOt78dgJs2Kb9ndjRM15IdL+G5Hv9mZdM5t42EPgmCIAiCIAiCIAiCIMwTLihFze7du1/Q/t/5zneA6cm5uru7AXjf+973kq+nr89EGvCXf/mXL/l885lpss3YdNn5NLuUIt6A5Jnl5to2ENpH26bqW7zn3e+Ztn++4s9aVCzU2FasqGXQte2xSt3aZ4ZM7/r2Sg4gHvdhcEK5SPadSgHc8G9/G7puUQcsMdEvlBe3VwFu31dsBYjbYVLwhx9+GICY5Xmjo0oRs7RdhUo9XehYtGHDBgCOjrmdALmSnwWYSNuj2qpXLlW6+Le1P2EeCOu7D6wDeO1b3jtePKAigsab4tUL1TZaVjkSkVUWfdeDUBLpbVp2HMBxbEiuPgLARDEJsPLqzTx9/SXKXVKqhs/y8k7lqvnFniyA9cs9l+qvho6fSgOMrGg9mM8rFW5HxV4K8Dd7Bv465qou3apMvRKAXXkgDwzCT56Zdv2+bRkZLzGnH+AjR9O3XHbJ+wH44eu6DlyottFtI5oQW0u64z1bkwC/t9odAIjHLV69onF02vHXXMeWT/wsBjDa0Wbs2zo0ouz0+OE4QPnGK4zM9YvfuiMOkHEqxf5+lUh1fVZ5dP5latu2ZcuWAzBVjbjIgIaYVdIBI4WK1wDgerPH5q5NDXve+ifK27Omun/0grXN86AtpcKc4vGwWWTiKpxz50O/NtvONi6kg/0B7vnRbebzzPEG8PR84NSEakD62OGCZ2RnOqlxQyw871QQanr50kSxrsabiAQ8Er5XAehpcjyAeDwSPTMyqeTnP70Ljg+p53vT0lDeMmMuMFr0jN3OZpvoXGB3XyUFMBVI3Ve1xsz5O9MqPC5xejh8HoYnHYDylpXVU30qR6eDd+HbJoKW+Od8pQQ7OuamAJyYRbqrrQhhu7n3yV2mvbRGZGHlqhr6Z87rAL7x7e8CELN8Y5vF7UqZe8Jrjr/xDW8EwnZwasJNAuS1VAPIOip+qjTpmTDobNmPA/zBaxuP1VW7OQtDedV/xOIe2ke++9hUGuC/fPcR1rXHigDLm52oFE2Fo4W2MW1F26bkObYeb5o7FtkAFd+xbrjhhmm/r/uvo2NVI6POl1VS1rgT9mmJwF7v3pIerQfbZFEhkDlT1DlEt5/bvfYmAMd1WPObNw0D3Hrn2GaAN/7VL2lqsIsA2xbFR/SxS4J+cHGTU4CwDwL4o1sfagfojhdyIyPqkLH0ig6AsufE161bB8Azg5VVAIN5bwWABZ6epfnBQzKU967U5y3j9wDYl33g4Bs+sxiALeXH+y5U2zwflgXtIR5zeMfm1ADAkh/+uhFg7wd/B9YsUna9dHUYcjQwHgN4zGqKA/ziSMmEE3hHH1DFNxomirpPS7QvjwEMVVPJa665BoDhvJLQHgkSGH9iR/akOf937m8BsO5/dI3ZlnPTAP5nf+v+8SOqnHsx5XjnwjaiqBEEQRAEQRAEQRAEQZgnzCtFzZ133mk+v+1tb3vJ53vPe97z3DsB1apaCNU5H6LcfvvtADz22GOzvvvVrxZMPicSQSxlvIbXZRpnUdE8F0GlTybdRGywMN0W2sOZiXhJ9edanqC6ZmbiyrasuifxOBwfUgZ49SaT4HY0iNN86ETZJMNKHit5AONTyrMVs32jqOmvqBLT3fHCpBvkoan4tkrKhWUF4iqyCasI0NPojAAM5F0TwHtZjypBzTNVE1Ttf+SGp0CpeUaalNPVuYAT1k5LsBhw1FNeZ+298T74uhMAdiwGjx3KApTfd7VRbxwYqiYBtrQSep/zU2oBvbNJbYvHjMEzw8WLATJDhUu9IPY5VXSvBnCq3hpm57adhb+k/Z8BuHhl2IF5ysPt/9ffOfDDPz/6nOe4YIgqAwJ7xYKkqFG2LIqre/3EkVDtcrA3C9C6rif01EyV1bGXri4AHB93TYeX95SKbNxNJkZ8dbohFiUAbHw3FvxqNqESr06UvAxA36QqCQ6wpj12FGDH8oSRgerE4FctS+QerR59IX/9BUsmof7meMwybaQW2pMfxShe0uFX+UBpVvYde8JXXdLpfFcWoDNeKO7pU89JQzi+2KCUmZFTVyBUIEBtRU+9MTOhb011baYh7AuXd8xOTqOVtjXmBwPllNk44qncDVaQQ2XcTSQeOaXyEE2WlEojGQwaoxG105ImR11jV3N4rdHPdYoeZ7RqoDtrlwFiMccoy6JzJkOggAJIaBXu0X7Vzrpbjf2aRvIuQDJXdtwhNaVoiDWqgceUDoCJkrJFIjb7txqTKvHTypbY1MzvKFVwgufJdep7HteRUYqLeMw248ayJseM+zpZ+mDBM+9lWqWhFWitKTtM4Ow5NsBotSGu+7RKVSXvqvq2dXxMPf5NSXVenZR9Yyxukmbo/k7/NkSelzqxjW4j05KbB6r0nKu+e9vB3arkfCwGTUoN/Tdt8cNm/xOBSnD3SJjUMe4kAKyjA00A/uZlZl435TXGAZ4ptvYUPHXoyFTLRv19/rRqYhNTauwvu0qV3pqyj+l91rTHDgbfPa63taftSYDf90+Nx44+AMDxHiNUq0vuP6bKbsdiHpMlpQBbcvNrzb0+NFyNAxw/WTXvN0dGU2mA42NTTQATpVDNN1ToiAM8XWj381VVbb1hMmMBeL5lVw6qJtmZsQsA79maUrKySJ9JMCf0b756v9l2xboCwCE/5fRlVPRCs3duEnLPq4UaYf6iF9HOxQIa1F5E0xPg6CKNGyyiVS0Lz/OIM33A+NGPfkTM8hf0Qtq5ts2mTZsAWNcedg/tQbEB79lwPcH3lL08z8PHn7bQWalWuO+++5h6bC9HjqiIn/GsOt/+u9Lcf78qLmR59T2Xvu+XvwTgumuvPSfnS6V10sbwZZGSrhj1fMcEn2KxyOjpXsbGVLJIK1inu/Wzn10w7ebue+4G4MYZEvEXy7Wvex0AU25om75JNf8tHw2T3up2Y/4N10jxXJfjx48T7xvn8GE1T7SDxHg/rZzkoQcfVNsqZh22LrnrrrsAeMub33JOzqf7xkIlvNePnVQ2WdMW9nNukATaDcabcnl6cZzbb7+dqm+xc+dOAKqWSvqc9KcWTLs517a5/k1vOuN3fbkwyalemHax8HyPSiSSoVz2uf3227ErLjt37Zp2jrLjLJjx5pf3qfHm2uuuOyfnu+mmm9SH4bAqIe1qhWZPPEys6rpBdSjXx/N9qpE+sFK1ePjhh0nZVfbtC99rABaVTnH/r1UoY6XOlzxfrj7t1HjYRsaU/23aYrJOZuu6Hp7nU4l852Dxs5/9jKxT4YknngAg5qt+MeG6C8Y2u4I+44orr3yOPZ8feg49NhX2UU/NLiKJjx/5DF50LuB5nDx5Ete30SkIkr7yGf3joR/z5O4nAdj9TDgnr0f0u91VV73inJxPh51F1x51d+VGptD6fcatVtVcoBr6H6xKhft+eR+psSkOHjoEwPEfq7lAX6aDxx5T84N47tQ5ueZ5tVDzzne+03z+9Kc/DUzPYl6LzZs3A2fPOfOlL33JfD569Ois72+77TYA9u3b97yvdUFzFu/YS0F754x3DKhWox3X7GNilj974wLDrgQDdanC1y1VQi7TF6bxv2G9NQZw8aLQk6IVSiW3PGsIziSUB0x7wgAaghjmG9c3GE//Ja1uEaAci+F5nlFdaZ5N5jm6Y0VpZ3Jw2nYHrz4mzDVK8upSmTp/zTNtKma8u7mLLZV9qnT6V39mkgVticfUU52IhW6RZNwDsHY+2wnAknYTF0224acANGdClUdb9msABz7yThNQ/qsjxRaAD1j9E57n4W9cMi1fxI/OohSsWwJ7LTr+dAUgOVFSb+GDE0Z1NrxsWdjLLFuWhxmqiv2nVKe3rKMKsDzSP+kcANHcGZu74kWAdzcXzJuOOzDmAJS2rCjVaje3364Gfrc8/aUG6n+BRqP79UTMojXw9qZrqCmjaE/07j4lx2hN27PKLUTzCKxpUzkh1neE9rIjjgDPq+1Fjlm+UQI6/tQ58ZjNZ2aWKU0EzpOEW6Wsp5BOOJVMtDU+5z2ZpoxtdmYpY/WLZioeDvDdS8J5QS31M4AXd2Z5/+tmvKmBVglo1cBiW6kG12Z9GBhTRjldMhO1RDoo8RRVG2k11IYlsxRjiYmcMn7Q30W/3zKRM0bYuDpl2lAt20w+pV40h6u907a7jlX3iwCaaJ+2dkjllGFll7lv5RqqFd0mBguBosYOS9sUKkrl3BpRw+i+LNqWdMQA1LbN0wk1lUj60wVP9WKbcg0Hls5X57csiwM8fvG6IkDrju2svet+pcxIxMKG8J4dYzCjbew5mgTwJ4thicaAP+6a6AMor+mpRPZXaplHDjbpbdVXb1SesvU9ldoRHQcAeOzE9Hna0cVJdh+q7wUazebsWA7g2jUNfHlXvhPgu3sKpsTWxg71XrO8JRzHj4yqfDGtKXsKIOFg2siW7vgowObuuMnROKVzd0XaUnfaN2o2z7MoZzJhHqe2bGns2G7GVlDaV5m+GNPkjnrnaoFGM68WaoT5i15E+/SnP23kkHbDrP7JoBfQ4LkTN+uFtLMtooEspJ2J9wb391Of+hT701sBaAgVsjxSfRaAoqXksevXrycRrOMsvvyms5777ruV6mC0/8Ss7x761j8AymO5f//+mgsXC50//uM/AeCDH/wAb3pKKSR0OW0ANyjprF8uli5dio6ReTWzy2tGeWafSjs3UFHvo7dVw1xnP35qCIA7d/+Uo0ePsscbN9/VmrgsRD7+8Y8B8OEP/y4n24Lym4nGWfs1e2outXnzZppOq/WWGzb87lnP/e1vfQuAvhNKTdY1ES6wPHSHalNPN1Sk3ZyB6HiTt5VNUk44SY4x/Z5ddNFFTLpqPFpxxZkVGgC3fvlWAJ48oWzZ4oXroD+4LUxyL+NNbaLjTTnoy6IOtZnhrC9mLvDs0eNAOGYB/OS7XzafxTa1idqmsaDG+DTheFMOXuBzGTX1v+iiTea799z8/rOee6ZtssWwDX71zh+Yz2Kb2kT7tM5Rde8m20P/jG5LVVRb2rBxI5lgbfLVN7z7rOfW483QCfViH22DMod+bj728Y8D8OEPf5hr9wZz3UT4erz7qZ8A4AaL1hdddBGdx9Xi4xvp4Gzo8cZ7VM3Xlp0OF8T+8W8+C8DheElscwai7eZA8mJg+vtNizcMQAzVVtauXcd+VSOFtRddctZzfy9oG8d61cJpdLFSjzd+spGDBw/ilcLaG+d7zlYH66WCIAiCIAiCIAiCIAj1wbxV1Hz+859/Qfu///1n9wYI5w7t/ZdVvjkmSIims1+UHYfOyqkJgEqixcidcrYqUTdid2YAkqVmHEvpLNcnlbRGh2jA9IR1R+9TYUtH3bBMo6YSSHktryqqgBl4QcnulkKhArA030c5rmSVbUXPJKTbvS47FD0uuaaNZY+fbgNgyaISgN/ZbGxjDY6rbT3thbEx5fkZnqhUAS492mts/vSee0YBDsar1f3euKhoIhz3C8r1Egg0BlvjTFkqoem43W0S0sVQMYVZb6ICKtn5oQ5VNlgnsIuWUr18qdKQHxquxiPVaQE41WyUuuxNFEsAloe0m+dBxptUSTidM4faxiyf1pjKpH3D+oYJmC5T1wmJo2FO7d5QCaBEMjqUSUOZwZn6jmiIUZVIHXUq0w7QRQLORK1iAFoRkPVz9RmzdI6ZaSPXsZhMKznGVETtlM1XYwCJsgqliU25VBucaQdPs0eNMDZtm2LKkbbyIhlsjauSw5E2ZMIpUYlmMk7VtJ1iRX0YjTumnXWmVWh6ImbR7CglwKh0X88LPT/zCmPT4oeavVHGs04ZoDMfztNe9fhYF0BfeyIPsMQeYLIro479g3edBDg14Zr36dMTKll0y7jLmIrC4fDiMQky+AAAIABJREFUlSocftHUmN7v2cP3VSCYCwi1CcZ9F5usN1EEcKxw6SIWhH02e2MVgK54gYxdHgJ4x3Z176Ohtnou0J623bTKvU6LN1IByBbDYD/fDn6jUvS8Un5O52pWNJHhizqBJUlCovj+c8xKziOWZa2f62uYT/i+f2Cur0FzTmxT48Ul1rYiDuA0LzIv7e54Xxkg0bMlo7f5rsql4k1NuACV3j1mMUAPYueTurNNQBsJ0/FfH1vUBLDUTpsJwLcqx4dmHvPO2NI2gG6rIQXQ708Z2+htJ/2Cyb+R81UQ+km/aDLWHvQmSwB9/lQVXlq4U73aJkqsc20cILl8u1mo8Uoqk2nxmbsnzH5B+9JUR46Fo3cwkOtzAXj5IRfASmTMczCzis5LYSHY5kUT6R/j3RuTAJX+feHEPLCXzicF57bvWxC2Ce6xzvkAtavhGfRkNzp2zcEEeCHYZmZuIYBFVkMMIOeHmZhrVsWZQxaCbZ43QTvR444eTyDSzs5j+1kItrnO6c4ArLYzZp6WIeYAPOWNm/gXPcfSjh+nZYlZPXCae5S9CqNmrLfTrbGZ28z84RzYsG5tExkrGtZdnZ35dXX4WAmgOnjI3MTomA7TxyQ9F3DHTlRmft/mWua4Ecefsfr94m30Um0zbxU1giA8P6KTZL1A41dKppPxK0UfoHTsUZMow063OQBeYcQFsDMd0yUAzM2CTb2w3ErP6lsnfKV8ecAdMglj9IT5lU67ScaQp+oC7PMmJgBarYQZqXZ7Y+MA3/BPG69MrQFELxC5LYvVdUwOVM+2/0JCD+JOkEgQwkE7ufMHoW3QLzNhM9AT5bO1jWmTab1fdP9g4pEIqnHMlxekemPa4kHQz9VC+rmXQNCXPOc9nOlUWOB90PmgVr+ixxud9F6YW6KOnJo2CdqJnsNNWwSVNvSS2WirMtoX2c2pyLYswFcrxwb0tlqLMe5YYZrDxYqnjJO+fOzRIsB2uzWpt+0aPFTkDOjrOOzljVEX+rxAO7yseMq0kVjrshRAdfSEuZe6bUSZ5SyItBU9F6g1ZuWIJL8Jcns5jV0xOLcOtheKRK8IgiAIgiAIgiAIgiDME2ShRhAEQRAEQRAEQRAEYZ4goU+CcKFSQ3ZeOvTr/Bn3j8jPdeiTkfPNcc6AekHnBdC5YbLEzGL4U974FMBWu9nEPnfZSQfgbrffhKVdQZsLcMJTiYjTVphxsN1KxmBGLG0QmxOVUa+0M3GAwsSEB7DPE5vOjFuOxihrpsclB9GAbiT0aaaktkaeqJo5Omrst9ClzS8306TNNWTOuq2KHc4DMqbMC8JwTmEu0X1P1grnByP+mcPR/PJZ8j4JLxgdapQO5mf9/pTpoMbdyjjAyVQiMn6olIDR8Bc939JtqhoJedbj/S53dFqy4uciOl9cqOGJ8Z6tSQAr3jBLSOJODpQAvOLEGUOZIQx71nOAaL6uqm5LteZkkXEq3r05CRBrW5YEKJXzZo5+vsOlRVEjCIIgCIIgCIIgCIIwT5CqT+cYqfo0f6nbrOh1gNgmxHjbAu9K1As6F95/sc38RWwzfxHbzF/ENvOXerVNVNHZEig0aimcao3x+ti5Tnxer7apB+rVNlGl+Fha1dyoqVqex6rNl2obUdQIgiAIgiAIgiAIgiDME2ShRhAEQRAEQRAEQRAEYZ4gyYQFQRDmEVr6vFCTyQmCIAhCPRENWxp5CccKwkJi2jy4UJ7DK5k7RFEjCIIgCIIgCIIgCIIwT3jJyYQFQRAEQRAEQRAEQRCEc4MoagRBEARBEARBEARBEOYJslAjCIIgCIIgCIIgCIIwT5CFGkEQBEEQBEEQBEEQhHmCLNQIgiAIgiAIgiAIgiDME2ShRhAEQRAEQRAEQRAEYZ4gCzWCIAiCIAiCIAiCIAjzBFmoEQRBEARBEARBEARBmCfIQo0gCIIgCIIgCIIgCMI8QRZqBEEQBEEQBEEQBEEQ5gmyUCMIgiAIgiAIgiAIgjBPkIUaQRAEQRAEQRAEQRCEeYIs1AiCIAiCIAiCIAiCIMwTYi/1BJZl+efiQuoF3/etub4GjWVZ6+f6GuYTvu8fmOtr0IhtpiO2mb+IbeYvYpv5i9hm/iK2mb+IbeYvYpv5i9hm/vJSbSOKGkEQBEEQBEEQBEEQhHnCS1bUCIJQn7SRMAu5I5S9ubwWQRAEQRDOP7HOtXH9uTp4qDKX1yIIgrCQEEWNIAiCIAiCIAiCIAjCPEEWagRBEARBEARBEARBEOYJEvokCAI4RtmMnczYACOFMQl3mgckIuvpW+zmJMCQX3L1tpxf9UDC0wQhSqKGH6qMNBFBiI73uNMjmeI9W5Pmc+eaFEB17FTJHNqyxAdwx05VX+arFM6C7t+kT5sfRFMFdNlJB+CwlzeNS+wkvFhEUSMIgiAIgiAIgiAIgjBPEEWNINQ5tTzLWWI2wDWxrixAIzFHf/fw1HAO4GDLEnNgLe+ZeHTOIVEP5wzcxi7TT+9p7rEBsseeNJ6aS53WFMBBb9J4PUVlM8+oZV9XcnK+VKJezKyl+rTjfqEKtfulaF8o/dYFwFmUH8KLILifWjULEOtclwSId6xqAKgMHZnS31WfvH0MwO/ZbFQ2yRVXZAHK8VR+5umrI8eUkcRWLztn69+kb3v50fdaz6Wjc60Ry/cAllsNs96x9dwMIIf6LPYSzoYoagRBEARBEARBEARBEOYJoqgR5oT169ebz/v27QPglltuMdv+7u/+7rxfk6BYuXIlAG5zMz/7+c8B+Px/+KT5XmwzdyxftgyAtniOhx56CIAv/LtPAzDY5HDrrbfO1aUteM7Wp7k4/MM/fGFOrksIbRP3LZ7avRuAWz79x+Z76dPmDmk385d169YBUOpYzm23fQ+Az/23LwHQXLmEr371q3N2bQudWu3mkx/9OACuY0mfNofodtNTsfj5z9Qc+nOf+xwApZjFF7/4xbm6tAXPhfjuWdcLNdog2hgQGmQ+GmMhsr2cSfHQfgDSU14JoNBgGx3gRrsxDjDgqeSpEsrx/FhupU3bvtxpSwMksY2Cbr83WYzuv9LOZPTnxkqDC/CJk+l1S/7wvwPw1KrrRgFay6dH0tveDoDvKlvE+g8UISJ7BpZ78RiEYQgLloh0P9a2Ig4Qa1+RnLmbXy35M7d5hfEqgJ1uNra0xo8XAUZalziH/BQA969Sk4It/c9aactEsNkQymxFWjubaBjMajsTB9jnTZpnOLXlxiYAv1oyN698fGcBwEqo0IH4oo0N5iTeiRxAdfO7u/7nozkACk7TCEDMK3t2UjWxWGEisInwQoiGOWl0uBNMl5TPxM+o8MH8q/7oig/9cBKAVtd/ENRLjTB3+MkmG6CnULQ5MQTA+t5yEuBATyJvwmh0X1orrOZs3y10aoRdeqW8aSvVwYMlAHe8twKwbmLCNIjK2sUA+Kn2+EBe5a//jV2PxQHu3LrMnM+Kp86szhfbnJHoGKRDaHQ4THTbzLBOUIvOALl33/o7135xAIB005U/Alg/8ciAhEG9NJ5vcuARR4U5xbvDJNyWVyoBfGdoy3/g2j8DYMsq9+8BXNvy3hVfSnC+KYDH3VE1r5P3m5cd31bT6TVlJ87+UwBsPlFKAjy9LJmbuys7M3W9UCPMXy699FIA1o+A56m+qbe3F4BcYs4uSwBWrV4NQEsvgFo/yE2q/svPD8/RVQkAW7duBaASy5p2MzioXm76+vvm7LqEsE/r7VyC76t2c/r0aQAcr3TG44SXn82bNwNwuKnJ2ObUKTVJq0oA+Jyi+7RFuYLp04YGBwE46c1avxbOI7pPG21ajR/YYmxsDIC+vjPnVRNefi655BIAHk02oFvJ2LiyzaneU3N0VQKE7SZ+T7hNt5uq+AXmFN1ulk664XgzpObQJ635Od7U9UKNbizaGAAnT56cq8tZENTyeo63dNoAS8ZHzTbPcqoAjy5bxmPLVgGQS6gl6sHOHe2ZK9MAHDzwi3EAd3JAGdENz1vrt+p2RbpGUkXtMdFqgCjRlf/FVkMS4GK7pV1ve43T6QFsd1rXA8SwzDn8k5wCSFdpYkh5n5cV7t8J8NGnnc3Hj6sFtcfckQGAL21QyrWoVy3Xu78CoSIKpqsV6pYZ3kOtooHw/kTVM06mIw5gty4z+znNi9MAdiIdD44z38XdR5/Rn9vTQTK7yUN5gKeXbM4eXT8BQKVv3xSAO7awJ2y1ks32+VNVgEWRRH+6vdjpFrO/VtJYsaTZllz9qiyAncw6AE7LUqNE86y+HEC6eDq/sVOd+te5UQ+gt2NDKt6zRZ330AN5kMSPz5ugTeXc2YqZEdsPt83oF7U3GmDV6JgF8JoT//PpW65Qqtobs8uSAJnCiVmraPq5iXq3xU4vnpnPerRdOp5qZ8MpPJZ1ALC73a8CFBu647HOtWq/5kUJgNKhX89KYitqjRdGwg0nUleUYkmARwuniwD7Is/51kChef2BZ+xrn34SgP8v4ZcAUlP9lergoef8regYqKkOHqpPg9VQLzlBMQCnucd86RVGVcLzyH3Qc9dY51qz30Tw73il6AOkll7TFDn1BIDjlUYzCfX27ww9PATQUMXOnuH1LtqnaRZ63xZVNm2xm5MArVbC3MBTfqEM0++TPsZa9YoMgDveZ0SyhWRXHGAoNbCzeamadt/RPjII0FVwYz+pKqfaqeZWALZNqDl81o+Zhrng1egvE88uf99WgL2Jtp6ju5Qq3euyfwJg++5Zjpw7xJckCIIgCIIgCIIgCIIwT6hrRY0wf9m2bRsAA7RTLKpqkN///vcB0GoaYW5oblZOm2TJxfXUCrO2zVsbrpyz6xJC2eYUCQqFAgD/+q//CkDDutEzHie8/Og+7TRdTE2pPu2OO+4AIL92cM6uS4BNGzcC0D40RUmlD+DnQaL0Su9Tc3ZdQthuHDzyeSWW0eONVtMIc4O2zcrkiGk3Dz/yCADfr4o6fS7ZdvHFADwTS+O6SulxVzDetARzA2Fu2LRJjTfph3J4gW30PG25JyGDc0lbq1IxTZDFC5SF2jbzVZlZ1ws1+qVGD/4QTgCEl4do6JEOI3DSbQ7A8bFTRmI+QVYlVsX1dABCw8brsgDuRJ/Zzx07VYVQDhpNWDvi1mmYUy1qdCBa2v8ap9PIYS+ym5oBcn511gGdVjKrP3fbDZ0A6+3GG4JzXay/6y15/xGg51ThU07fEQAS2PcAjPnlaUmIAUqHH8gBeIUxY49NTkcK4IRXmJ8938vFDDv5gWQ5wFPbGsx9Kh1TWWdjHatmJRiOrbh8MYAVazBZm5xqPwAHY6vaf3wwCPVw3UGA6vAx026csdNVgOYFHsIR7Y9G/OBzIE/vbesx0eLx7vVNAMmWJQ3MwCuOh0Z14qpPy7QnAfxK0ciTC6RiACfp6XjwpJoAZK3YKYCRGuEaWjodlV0vJNvUJLBNrZDBcv8+83zr0A07mZmlCv5gpa0VwkSNAFc92L8SoGm80p04/TMAruw//SDAiUji9ZOphAcwkelwAJLLtzfr79xn758EcCcHQkn6PJ3YnS8SNUTZtZ7hmdui/dEILabv2zuo7JpYcYVK1t2xyrTH6nhvOfqbC76tPF8iz2itcOmzjdEDtKcARja2lHquUIs2e71xD6aHr80MOY8+F9X8kAthAva6JtofBH2ZnsNG+w3dvzktS0zfk1i6LQ1gOeF9dfNDFYBYc08CINa+0szh9sVWqzZCZTIdWHNpsWwDnGrpDC8p+H1dYGKlFdp+yFdFOhZamM3Mfival+zyRksAG+1Gs7Hguz5MD0vTXzZfebNKH9C2YoX+rp/cfQD/z4euvvetb30rAMm33Z8BOB6ZC8TTa5IAQ+Ojs2JuzDtPvYYJniNqjQf63iWXb88CeKWcub82XhWgQqxJ93x6PjFfCzzU9UKNMP/YskXlabj5/TcDMFWFO+68Yy4vSQiwLPXeumTpEgCcvmfNirMwtzQ1qbW4j/zBOwH4+j6fRx59ZC4vSQhYtGgRAB/84AcB+OaeMk/veXouL0kIWLlyJQAbN24CwDo1TH+fJN2eD+gEz+977/vMNpkLzA/0PO1d73oXAA2OJbaZJ3R2qkWYN77xegDGni7T398/l5ckBKRSKufJdde9AoBFWZt77rl7Li9JCFi+TFWpu+iiiwDlFBgZuTBU6HW3UKMHGICPfvSjAHzlK1+Zq8tZMGjvii5jBzBQKLgAxdXLtPfZc5tUY1nd5phV4p3OOABOpj0N4OaHwzLPgRdgIChpnOjZYpJ3ajWC9hgsFPQK8qVOayr4v3EPNBJPAqywM216m1bPrLIyJm6p2YpvBUhbsa0ARd/dr0/yy7/9o4cBXvPAw+9/4IEHAPjBN169A2C/N3Fan6OMytL94cCD3eukjMd7pZ1JAay1ssY2P3cHJmGBeG8Cb5pfDsug6oTYTkRlk95yYxuAFU+FJbjjDQ6ANzU5BVDc9/3D7dpZk3uNDXDj+vRw7nElPX+N05kBaB6dMm2v32mLAQz7JXWvI/7OWqU+FwSBTbQKI6p20qqwEpjyjLHOdUmY7tWPtSxJq2OnXID8Y98YiAeLAAeHP5YG+OiVyWNfO7gPgENWMgkz7nVwHeXA+xr1TGulwUJTCxgPp/ZsRZSTqU1vaAJILN5kYmLzO789CuBEvPR6HPhAavvlAH9Vfub+ZFDC1tn57CsBKu94xV29TyqhzSV7W7IARd/VOTs5iUpOnNr0hnaAysAB8zzotqyTg0Z/c6FS6zl9Pkn+y3hUggobPU1WBaClwfb0XKA6eNCGMOkqhO3VdXQ3Z7q7aTbRGAWDqJ7MZ63CHfBKxgOjbaPtFrXVU/1uI8AHL7IHHvfVS81hLz/tXNHfqKZVqfVypPw3+nNEcbsgCJ47rZqx4imj4EyuekUTgN3QZBQasbblTTPOgDs5WFDfLWsGmPjFFw70rFsHwNGxD3UD/M6liYd+9jOV1HnX5mvUHHrPnaZP08r2XKHgAXRY4Rw9bTnqmuZnsZuXDdNvmTlBk3mWtTL8YFNTOE+7+K0dAE3d601BDjvZmAKId63bCuC75TxB6eeEozq3vpyXmPDU4k3zNR/bBlDe+Prj+hzV4aOTAMv6T+dgurpNq0GIzElMRMEC79OiRUqWWOkEwM+TJaP2z1z2nh6A9KY3Xg3gFkb7ymk1ffiLa1N3A+w6XT36k7t2A/BY8DxEFW7zaWyvfymiIAiCIAiCIAiCIAjCBULdKWo2BkkDATIZJb741re+NVeXU9fUik+PlmA2cYLpVr36WVy9ejUAp6eScYDlzU7lm9++TX3rLLIB7GSjeS6Hr3hHM8DUI18bBkiufbVR1OiY3uLkgPEeLMSV5rV2tlF/7rKTzQAb7SaTc2aplX4zQAyrVW+LW3YXQNn3TgH8sHrqPy5duhSA1/+v7y0GIDeVLN/7BOp8jdsBxvzyL/U5XhPv3Abwc3fgCYCcXzU6wrQVcwBO+1NGZbPMDiKpI361ulV16PLchYkwN0zgCU5teoOxg51uTQJMHX5gRG9rWPuaDoDRH/zpAVCqstetUYdkvvnAIoCH3nnDxDd/ocJrllkqb0q7lThjlrp9zlQkt5PyrC243CiBTbTHbHkQzx8wrXQ3QPnYo0UAd7zX3Lt0qjkOUNhz5wiAV8p7G9csByDZoIQ3rU0N3PbtbwCwxxsvwYx8Du6ZPdi1+tSFwMznz2lcbMYAb2rCBaiOhGW0jUdtIuz635nY1BM9x1Pe+NSyTapPs04px3Hio2/u/Yu3fRGA7VZy2v4AqS03tUKocJs6+EvjzTQe8oWQa+N5UivniSaq2jB5BLQaxq2Yudr3D7AI4E3rk4Nf+dGvAMi+4gOdAN7UxKwB3XLiFkBl6LDJmGrFkrb6bnZ+j0rvHuNp9epd1REtDx08r1pxCfC4O1oEmOzZYHbc0X/aBrjfHSqCUmCs3bwdgIOjdjfAmNM48pU7VG4nVlymSgkff9rYpitQaRzKqPLqdX+fXwA6/1z6ousX621WPKVyNLatMNtirctUOIBVYxCwnSRA+eSTX+rYdikAG7pTOYBlbbHKA/fcDoA3NRED+GBspZljJCpKca0Vzw+6w7MyDS+4uUDQTrQSL6qe0KoKraIBSPRs7gJwc0NmPIh3b1gHUB09cQBg5PufefjGG28EoLfwN4sAdqxIDn/h58o2fsuOKYBYc084D+9Y3Q1w/yNfexBgu5U1+bpOBTnRmscGI/m8Fs77TVut/IrB+LHPDd8zj6zdlgBoXP2qJXpbomfrcoDKwMG9APknf3Bwy1VXAfCvB1/dDvD+Tenh//yd/wFA49UfWQRQHTlm2oZ5rwz60blsIzLhEARBEARBEARBEARBmCfUnaJGmN98+MMfBqC395TaMA47d+1UnzfeNEdXJUCoRpucmATALpQYGh4CYAOtZzxOePn5/d//fQDGHjgGwMDAAAcPHgRg2ZxdlQDwqU99CoCjAwMAHIv5PPbYY3N5SUKAbjfVP1XVHk+fOMETTyiV4HaWnPE44eXn05/+NAB3DY4B0Ns7wtN79qgv17xuri5LAD728Y8B8PXjSkBw6uQ4u3erfA4kZC4wl7z+Da8HYGhIzc1SJZ+9e/eqL61ZxSOF84gebx4eU31af9Jn336Vry7xih1zdl0CvP3tbwdgeGQYgGPHy+zS756XXTRXl/W8qLuFGj34Axw7pl5qZNJ8btHJybyghClALt0aA0hE9kv0bM4ClHufzoFKhNWdUgrDyaoaUeJuhYSrthWDstzRMsM66ZqmFCltp8OgFlpyRy27u5eRPMBU1TUJft8dU1J/z+cJva0tltgEUPRdU+5kqZX+HYB93sQ/A/T7pclKq0q2Vb1i9QBA5o4n1jcFXcRRL/80wCPuiPmtzXbzJoAH3eFhgO9VT5o4hJucxVmA034YcrPSziQBTrBwSna7LWEIB8GzWTq2M5Lor7kA4I73mcqA1RE1O/6TxMZFAH9d3tdX7lbNwBkYzwL05a2K06JeNBt5ugrwk2rfuD6HLjOsy3XaqcysZHkLFR2SeTySsFYnGLYzPSYkINm8KAFgNzSZfk4nfExvURLn/K7vDE25KqzmtVP9JYAfH1vUktj8ZgAq/YdVX3bsSdOnaUnvKx2VPP0pb9yUka7bUMBaOGeM1DPl5QH84PNWu9m8heyyps6YVPExb+QgwGcTm1Yv/oaqjOZ2NB4FiB8ZTK5H5Wg84E3m1LlyxjZNmXaVRLh/3wQzMOE7C2CMeb7osSga8lwL3ebSQTGA0rFHc4NB7vNMXOn5VzRUK87wEQCqy6/SJY2NbdzJwWm/EU00rLGDeciCJdIedCGGU37BjC065KnS+5S5r/cH/+p5XWrLTa0PDagEqMcnrDXB18/o/e2U6g/7/CkTUvYaW4VXHR48nIeFmyBd30MIw54zhx5R4WaF8RP6OyveoMvPmzlZ+uK3lgB8txwa0VMFG/JPfO8AQKxlSYMOBGlJ+hWAX52yuxIb3wjA1rv+aQjga20tYQLaoLyzvjYr0WmuMRpWU6/ofnuR1WD6hpyr7mJ2XEXrn4okkW1Yf00zQLn3qUm9TSeVr/TtM2N1asO11wC4E329AE5zT3w46NP+bbqvH2CP0237FXVIZfDZfoCxO//iiD5H69v/3/UQzj8KU2GYj05eHw39Me9e0WTd9ZbuIZgXaBtFw2oPNqoEz8kVV5gy9VYyo4pvFEZNn1Y++cRRAHdyYAqg0n+guDQTvGcmVMGAzD17Wt6Gijz8RmDraJistomeL0f7r1olwV9OJPRJEARBEARBEARBEARhnlA33oeVK1cCcPnll5ttBw4cACCfz9c6RHg+nMXracVTES+98m5Vo17qwPOyuNFW2zZtjy3fqBKhHT582AXIVX1Gg3yzTrBaHVXFxLvXVwASK65IRc8J4GTa4wClIw/XrYH1ym20FKYur9znqsSnl8RbzOryUivdCnDcL5jktHvc8TsAJqgYL0ujFV8DcFvj2L0Af15Y+0P7diVtLh4b/TO9X7OrbnfCshMAcSssBX7AmzwIUPJdD+A6p9skLeywVLLou91+85vGc+3Xpwdg2qYa5WJ3OB2qZPnApCn3/JR3sgDwRINvEm/mg8TZe5depEqtJ9Zx8SWXAVCc+pkD0BSrlArDqjz3IT9XAThuV8J207JGlYUu7SsBJArGEUTZ/Fv3zrSa6DK/sbYVxnDa61hLbVQ69GvzwOpkpUvGnhwDKL/+33U9G9sAgNvUNwrQe9ptqDa0Bb+1twgzEuIF910raXJ+dWEaooYnUPd3USWa9p49Nfis8XY1bXhdD0xPNvu9h28bBHCXdVQAfmuqu6vzlSqn+vCREwWAaq5go0V+QZhAtK2WTuwah9CzlnBNsxTOQlRJ0FJQ+RijSbL1XKHTGlVj9TW/3XEsrsoMH+8fTgOUfHdwNK+Gi9j+n48C2IOHjX2jYyBMb1OasuPMfqjqzeP8PNHjgZ0M1S1e71PT1BUAsc51SYAea7AI4G25tmfAUXm2XS9nAQzmKs6UpVQ2DR2rlb34eZhoO0CrFqIloI96+QrMLtFej0SVDrpU+UgwpmzsO2q+O9CgntMtJw6ZbXt2fvd+ZhDb9tYWgK6s2t9fvLK5sVOppl/7w+/YAGOvv2Y8f+xxAB51R1S/1fPqFnNN+aFp6sDo/DobqK6i5bnr1U7RcVb3HbpPcScHzD2JtSxJR/+FUK0RVfv75cI4QGbvN58ESL/z/77utj7Vbk53TD4KsGaqktPlCZq7N/QAJFZc0Rc5r0rgHUQnnNhkSnKTclSRiPzObw/rbW2mb62PPk0rLaPvjWF/rbqoaJl0bady7x7zzhfvXp8C8Et5M1hPHX5oHKCn0VInW39JqmPFJgCOHFfz5v5rNo3dOnUUgOXPnooB5PzZYtmRWVvC5+Z8tRVR1AiCIAiCIAiCIAiCIMwT6kZRI8w535CiAAAgAElEQVRfrnrFK2ZtGxlR65RuXML955K169YCYO0O7VCp1Mdq/YXOZduViqatLVTsTE0pZczE+KwUGsJ55OrXvAaAI51rzDbdp+Xz6ZrHCOcHbZs1h0M1TD7wRE6Mjdc8Rjg/XHHFFQAMZVeZbcWCEkoNDg7XPEY4P7z2ta8FYG93t9lWrap5wejo6Jxck6C45BKlRB/JrjDbcjklKpC5wNxy2WVqnnagMUynmcspsdmYX6p5jHB+2LHjVQBMJnvMtvGgvQxas6rUz1vqZqFGDzJRBgcH5+BK6owasmEtbR5PjJiZsE7+GE0mrBNvZUtLqgDPdl696IfPqElZtmKPAnQkqerfMJLMSCiJDjXQiYkrg4dM63LzwxVYGMmEdbgTwOVOWxpguZVuAHil027Kl3RZKuZi3K+Y+/QX5b0PAvyPhstu1tsm/MpBgHvXNA4C/NaT1VZUji0Sw/k1AA39E7+9w+kAYJ83+fcABb9qbH5r5ch+gJV2JgVw1Mub0IRDfk7ZPiJXH3HrU1Krk44BOC3L4gB+pTjrb+22rDhA1oqZ57XVSsQAvEK/GdF1EshDHZkKwFS8Nbl/SD3WlXddeijYLaX3P+Gp5MyxjjCURyeL1BL3bGH2oFSvEufnolYfoe/5Mjtt7uEzg8dLAKXL3mvKnCSXX9YNUI7tHwPIJzrbnh1Wp1tSiRcAThfjrfFgAac6cqwAkOrdbzpSLbtOW44F0OdPLUg7RNHJR7tsFTJxbOk283zHu9c3AnilSWO3wp47ByEMWQNoD0ILi4m0C3Db1tbxLe96AwB+PK8SAyZj3qivgv8OepMlAHcsTOC8bmLCAtjnTQY2CUXHCzVUcCaJ57gn4y0qWaldDiOSK/1BCKa7wwYoxVuyvRNqKLmyI3cK4EgukYz3bJ22P5HzP6+ktO4Ct1Fk7pS57L3tAMU9d5hVFt3ORiIhOjpsPVPylW1iTe39OWWbloQqQPDkaLo9tUFV4vLdyqwkn6N+uQpheEmfP1WX87AzESYXDdFzgdSmN6YBDg8dCeOPBw+6MD2ReWLFZSkI57oQLTxwsQ3wjt13jX7iWlWdc9dVK0sAr0oMu6k99wCQC86hE6xCGM5rbB+5Rm2vep4L6P5i2t8YtJO+pZvjAA2pJhOO7jQvbgKoDh0x7Wby118cgDD5L0B15PhRgN88eLwT4LNvzqwYLqifOFRJngD45UDjmta3/Ce1/9DhwwBWPGk60Orw0ZzapkJDq+O95hHyKyV1ssg72Aj1NQiZkKfI3zgz3cNIZL6m52nDy8MQsUrQrpzGTtMfxdqWJQHyiS41FvlVLxlTRR9ePaJCEL8wumlt601/DsDx2//DIZieBP1sbeJ8txcJfRIEQRAEQRAEQRAEQZgn1I2iZuvWrbO2ff7zn5+DK6kTzpJEuLjp9VkAe+SE8QYsCsrcTSsvG6yEdm97dRzggLdtzYPH1YLxwLe/8DBArDJhfksrY3RZOgA/UGHY6bYkTF/ldppVKd1oIrB6Q3sDoh6qX1QHcgAr7UwJoNmKGyHTYfIjAH/qPnNMb9vuZ5MAMWzjNTjpF54G+PufNpvEwZq/7uj/GsCfn274ZMxSa7kOVgzghtjitXq/+9zBIxCqbH7SljHPg/Z0R1eo64FaK+7RBLReYWy61jXSjvppjgHs9caN8miJlVYloCPJHXMF5ZZJbLy+FcDBtncFjpbvfvNfBgEm2i42ioPIs2F+LN6zVdk88Czk9txl9NFbgjLHI165rnS5z+Xpr7WfRnsWH25riSQyv1Kp+I7vMkkz7Ux7EmDLq7YAsJiRI++/ROXQ/tzvfa4EsH/rJ7pjrcv0IacARhzfXNB2X93/lOXYAIfJL/hYQ3N/3NmPZLl3zzhA+fhOIwuL92xJAThBCXWAh4MS96/YdFUSoIFyNRVXXrRP3fHVEoBnOeyygoS17UqBllm+3SimDjzzUxUbdeGoos87z6Usii/a2ADTE29qOjbuSAEM+otSkyWVI/I7X/77CkAl2Ra34g0zD5lFrdKo57tc6nylYd3V2bN9P9G53AGw80Nmm06ubm1/Uxqg0c/4lmo25O77whMAv2jb2mUlVT/nDj47AfDsopWmI9UKzo12YxxgxAr7u8TSS9RYdfIJM+7VQ4JnJ1LSuay9/hFFV2Ogohzp3zcKsINmM2Yvt5qaAL5Bfkxvyx57UrUX/S/wltiiJoC21RurAK88PtHKowcB+OODu0YAVvfvL2XV9IzJilJnVh75hokj1CoEzYgfqgFqJeReCOgk8WX9TEaeR684cRjgv/V5ZhB/PL66HeAH7SsXmx3dShngO+9+fxWgwYtXnKDdrPmXzxwGeODG///ziUVKAVU5vfeTAE6mIyxiEChovIKKTlgTSTidDhQlu87B33sh4XWujgOM5YdcgFhmublfJ/W2iDqtfOzRIkDDxuuMiiy971cFgKUf+M00QJ5U8mCgSr//K1+eANiz/g256lgvEFWbzU9lWV29RAmCIAiCIAiCIAiCIFzI1I2iRphfXHXVVebzO9/xDgAOP1RlYkI59n/1618D4OUkj9D5JplM0hikSUmng8SnuTDJ5uOPP6E+xK6aeajwMnP5ZZfTUlTu/Fe9SiVCq3hw8oQqKXjvvfcCkFzv1z6B8LKxbds2pharZI4f+OAHAHh21Gf//n1AaJv0kg/MzQUuYC7atAm7qJKg3njjTQC0JOGZZ/YCcPfdd6sdz6IUFV4etm3bhlNS48ub3nQ9AJUDLiOjKluGngs4TYtrn0B42bj8ssvxYkrF9Po3vB6AgT0uk5OTADz66KMAJDY0zs0FLmAuv/xy1uaUbbYHttk2WqKvrx+AnTt3AnDqyONzc4ELmObmZixPKTQuv/xyAE7sc5kqKTGUto33JpmnnW82bthIV1YJpXSfNpj3OXHiOAAPPPAAACeslXNxeS+KC36hRi8IfOhDHwLg8cfDTstMzoQXjA5DinWsSgIkFm3K6O/Kfc/kIZS7AhzXxwVy0Gqqg7bJEQ/g+/vdpQArW6zTE7bq3Lzx3jBcaYYMNhpK4k4OVgDsdGuRM1EHMtrnIpqUd5PTlIx+N+SXjB2arXgc4BP2qi697T3xZZcBrLIzfwhABf53x/irALacTv4tgNeUutvz1G3/58lL/wwg71d36mHmF+7AgwAtVtzId3e5o5MAp/xCkAAtrBahqZXA7UK21/OVRmop5Sam22om+t5ltv+bDoDC8hWs2nvXKMCdh9xLAX5jS+wRP0juaGc7VfsaPFSsBGZ/hdOmkqgOD5trO+qpcJp8WoVbESQZBNhzbOeZ29IFzHOFPdQKedLoZN0jkeS0sfYVSYDsFb+xFKCweDGWV6kCpHcdTgEs3rq6VG1QtnGuuLkToHzs0UO6Wkql/0ARoM21zI8XbCU3L/gLU3ZuqLFokl97ZQog2bnWhHC4E31FgFjnOtOW7IYmByC14dolAMWuLpr2/O/9AP/1ocr1AL+3PfaLgYJ6/Bvf8pdrAKp9+4Zj1en9jzs5YPpPL5JkFSSUpha12pEfJE6NEu9enwKoNi7DcksFgJGiCs/c0mX3jahaANjpVgegOvRsqVpSinYTmvBy/AF1hA6Z1c+tOzFgHm5dzGHmMx3dZrlTpEo5D+CqJXYOYDDv7xkeVnb4VXNPEsDLDRW9oE/TRRxSG17Xrs+XWHpxCWDfI18bhukhwuPjvXVZ9CH6N9RqE3pMuZTGFECzFTehGfu9STUGe2FflMP2AN7gdGcBNhST9CdULOhg3k8DVF67eWii7zQA1W/uLQGcoOhN+UEkSO9TVYDrnG4zX9dJ03VagrONgwuFsqNMsdFviAOscTrM2PKLjlVxgFsqYfqA1IY3twNkO1ZdCuAmk6y78w//O8CtK77zXwCuXm7fmsspe/7odR9oA0iOHP2q56tZ9OSDXz4M0LD6qmZ93uVP3ZsHeIXd3ghwyEqakJ5hv1SF6aFr01JL1Ck6wbAOmdTJzgFihQmVUD4Id4LwndNONqrCHPEUQ+0r4wCHR/0swG9vi/UdPaoO+c8p1S7f9sAPC+Wgwu3eoIjBWENYsdP0m/PgfUVarCAIgiAIgiAIgiAIwjzhglfUvP71StrU1tYGwF133WW+m5qaqnmM8NxY8ZQV/b9XHDfLirpsnE5YCmE5Te1leNOOD5GzsjGAk/nYIoA3rms48MgpJUWvZRs73eZEzwEQ716fBqiOHJuaeV1+ZeGUtdVlawGWW+kkwIBfqgB8sXLYxI/9p8SWFQDXxrpNGcHFVsNaAM9XbhfLsrima7VKoHlaSdLtK9d/o69XeWoWPT31DwD9/tRt+hz3uP19AHe/6i1mybk6ouxVPvmkD7BkqNdcb1+t5I7zYGX6fKG9ad1WwyxPcwuhZ+2n3R3KexC0ry3rVrBo9Zt9gKerThfAe1c15L67U0nQqw0qmW322JMl3fi6Y10pgH6mzA3WqqsTz+6a5k0D8ajpZzJ6H3Qy4R1BiWeAZ4KEdN7a11gAy1esostVDeZ/ZTa2A3QP2MVHdqt8kFOjp0oAlX0/Nwkie4Z6fYB0pP0OeCUXwja9UFUbJskoUB08qMaPICGwv6honlenZWkGwEqEnsVEz5YOAKexqwWgdclaliz63XaAchDW+XYmKz9+/D4A7M71awHKhx/u1+coBUmivSBBIYQe1n0oV1utMW4h9WO1qPW8xipFs3Fq3705CD2dr3vH1aT8pirAzVd2mrbx9a+rksJuprsJoNT/rLmxtdro2X5/oWJnOpzo/614g7lhsY5VMYDE0m1mzE7tuScHkLXiMYB3X76D8aZ4FWCRo1QwLU2Ot2/vHgC8hpYEQP7pu00RB3vwcAWgGFHvJJZenAXIXPbeVoDJ08+YdNyuKbVev5ztef2VO5iH6eXMdRGBBHZ4bwLVa/LUaRvg8q3b2L8qkwMYcxs6AJquv2L4R1//OgD26qtbAfxq2dcG1mW575/oM+ed2nfvLGWGZiEoNGphJzP2/2nvzsPjuM47339PL2g09oUAwQUkxZ0UKVIUtVGLJUuWZEuOrDjxmon9xGPHcTJ3Ns9MZjKTyWM/s8SZm1znOsm1k3jiZBJviqXIlmxtliyLpkiK+76TIAgS+95Ar3X/qLUbTYgSBaBJ/D7Pw4eo6qpCoavPqepz3vMegMakfbN4ODKvxX1t266nTwNwy4e8yJfc+FAaIDvcfRKgvmYBv7bq9gqAPzImBvC+1TUXtm61y01qqLsMIDLu5xRwEwZ/aedOL1o0Fl1ZB/7zdVDCylowO6a6z58IwuZ+v3OnLgcIrb6/CqDCiZ4BCNfOKwcIVdTFABbctIVV6UMjAPG4/YjRAKGfvrnfPsbSe2sBXtj1tHdt3KTauaRfnUYa7MkGMoEo65kyu5/YRURERERERERKyDUfUbNhwwYALGcc4JNPPjmTp3PdcKc9daeSyyVHvF5Hd0q74JjjYr2MvaHmCoBs1ioD+MTGyl4OX7zs77ScXrngVMXe4Z2e1mDvZ7iuddY0NLo9MABVJhIGSGInlXGnWwY4bY2MANxJo3dtRqxML8Alxr8PUFVVxYqziffm/YLf/+ib+5xotLmHOrMAz2Uuft99+WxuNAkwvPWvvGmePxtqbQTotUwFwFkT83px5hg7WuBgbnBCb9r13CPq9lqtCFXHADotP8rlSHZownthpe0esPFTW4cBWrKb6Ai31gJsmFdmJ9waTYYiKbtTJVzdFAVoDsW8XpZloSr7/c+Mer2e85xInl4TzgA0WH7OADeS42hu2Ds3L9dBID/U9cbN81RsSlJ3nTsuHPyoqO6zO3oAmm9ZRNiZf7V9MFMLcPeSit6z0VEAYktumweQPP2Ls95xLe9wE+oqN7JmtgrFa7zuK3e6bROJGQArm/azMKbt6BoTjgaiKcfSAKmOg+0ADUvrGDR1tQB3LSizwzYba7LJKrvazPSdawN/OlTwe8ri6z5Q46477eRECw/akVDBCAX3fnc95Nd4t7lTPAOULb41Dv71HQg1krTK0wAvnxyPAqSyVuhgYo69bybp9GYGcql4+cz8IjLZfeN6vqdMxu1tdp+FTDTmf16dZ7dwdZP37NBHagj8CMKRyghz+lL2m93WbedUaW0duVBm3+bHjr0CQE13m3chqkx5BKAjEEVlwtEQQDbR7+QUrPWePyINi3Pg5564nrU47w1AhbEna66y7PtIRSDPoJuv5p5wk5dL5tXBjiTAzaH6OQDzusb5+colSYA/r+npAtjZHoufTdrVlVuXxVc/6CUHDFfNqQJIdx735l/P9J5LQmBqYyfPB8yyae0DOdFMmR1Rc37M/rzuyvZ505nfGW6sANgWiLjw1s1fdwqgbl6cyrFsFOC9y8r/EuDxF14qX+TkSP1GRX0UoP7/+8Tz7jEecfLQVIQjXnk8aY0MABzODY5B/mfEjaSZDdcmP/Le/jmYA9VloreGAMqX3+Pl4HQ/8+TsCKQxU0l7ZEkCoDGRc0JqanMp51mgbMH6RoBB55nbPm7cfhYJRM8Ev2vOtGu+oUZK04YNGzAj9nC0k846y7LUkFYCopEoJuYWfbtesix4+SV71pqHVC3MGHv2mnpnyf7uY1kWzz373MydlACwZMliIsa+Ju74DcuCV1951VnSzCgzZW5zM2M5p96yipSbugdm6MzkhhtuoCZit49ZgTpt27ZtM3laAty0fj2V9sgct9hgWfD8889PspdMh7lz57JypT2CPXht/PuNzJSGhgZaW1vtBe/aWBw4cMBeaFo2Mycm1NfXs6Ag40D+d89N039SV2nWRCSIiIiIiIiIiJS6a7LrvKXFy/vEPffcA8CxY8cAeOqpp2bknK4LgdBAd6hRpudMEiBcO39CUtTscNeEEPDWufMAuOf2O9m3P1QPEO4bHQI4dqzHvz5Fpmp2Q2PdRF8AofIaO3zXGYpFYMbO9CxIUud6tTri/a0/Hzg7Gnztw5GFdf7PrWsB1oZqHnTXZbDGAA5EE88DvGfTZqq2Hf8iQKa+4h8B0p//2vs/dtCOBNyH+W8A/aS8jM9xEw4BVN7yEX9Kzj3bQ+APvakm4g1l2J7rHbnKP/maUSwprT9luc+d2jvStHxCWWqqq8oBvGfLbfxSuekF2HGmewTgxMWR3D/+5FkAMvNXJQFOO9Nvgz9NenCY2Vns18fWPVgFkGrf5yV3HK5oCAFE0mMTzuN6Hvo02dTq7nSywdDjo5Y9rWlLz+4hgN9+/4188eXsbfbB7OSC491d6Z/+8DsAZAcunC487ojz2Wg2fjJhdzhUsSFYs4mbdBb8MuHW86mOQ95r7nC/aGDKbhMuiwBUJjt7AN5z0yJ2XaIS4P6GzpMAXzkYqf/2oJ0PMvHafz4I+clX3UTBydO/mFBXueUgmLxeQ54ur1iS/zpjD/X82H038tNzVj1A18X2cYBE2rB9xw7An1K6rMgwJ03PPTn3GShvGLojlxjMAGRHeyYMOVo2d34I4O6bbyVyutOe9GHXwTDAmUwm+dJLdqJn95msD/8QfZZdj8ZqW7xhOyPb/qYbYHWoOgpwqmWJV496w+JmQRLuvKT9Vv6wooHyCu8NOLbuPVUAozv+3htKHq2w66NvxHrOA3z2Dz/Lx+1qjq4/e64Z4Ds33Ve5s9dOHRyunNMPkO464Q3RsVIJe0joxUPecUMV9RGASONie6r1o6949Z07VMt9bgma7H55LcqrX5y63J304tuZNm/YeHjdIzUAsSW3LXHX/eT1v2wDmNtz4CLAB2/+BDfuizUD3FzdewbgQiwb+qcD2wGw7llQBXBm6QZvmBOn940ArA7VeENt3Wc3dxj0klBkdgVPFKkT3GexJU7y7R7LHyLe5kzLXX3Xb3iJnkPReAwgemH7CYCH1v8qz51q3gxQPth3GOBvf9Zd9eMjdpHIDn3vPEB44KJXVm8NN9hDpMJzvHp0a6LHmwJ8ps2uD4WIiIiIiIiISAm7JiNqPv3pT3s/NzfbOYV+/OMfz9DZXD/yIlmcVngTbbl8Y95b9JCkcoQBbm7KtF32dwYSB7tJzqoSXuc/g/uf6QG/NzMYvTAhxOY6VjvQ7fVu3BmeWwUwP2S3JM83cW+a20ErNQJw2hp93V3Xaio2Anyq/OAbAHu/8X9ouv33jgP0f+S2rwGQzYV+tPcFd/tqgDWhGi907aAZHADYuut7XtK1lJNMeG+2ZwRgZ7bPa4HOVNQ4yWmvq06ZooKJ0NxeqGZi4cLt3M96MKlidO7qGMD60TF7usiT7USOdVQADK9fkwKIjIzmmkN2vugll9oBOBuI/PhZQ3UKoKa731vnRmtEwmUTyq/bCxss72WLbqmA0piKcLoE65JivTduxIVZvCoK8Pp5i4ujLAb4pcWZlwDKI+Ss1Gje9uGaZi9SafzEayMAR7N+4mY34bTbMy1+r7sbyRmIoMQU+QxbWTu7dq7r2CjAygZD75jVB9BcYYcsfbiiu//P3/geACtNLAqwFz+6oHzFfZUFh/US2ofrWqPBZSnO7f3sC9Qbbj1nlm+MAlwchf5xYgD3tyR7AVLhCGNHXrS3d+qhXKAefSA8txLgRG7YixJ0oxVmVQLUYgKRz26UQCZlJ2IOviOWsy4YebwpVB8D6DCZJIBVX0l6/aIx+xhjMYCecVMWrrVv/cUSAJevfqAKIBSYIte95l2JRBbASvud0bM1Es1NXu8mpW9LjnrvQ6bv3DhA5W2f9CKUyaZzAI+dOxoHKH9+Hy9t3JQB2PDeNX0A452mzpTZETWJg88OQP59PFzXOgL+VNAAoYoGe8ICJxoheN9zy5RbjgFuDtfHAV7OduZFbl/ritUX2bp5E74DR2NV9mQdziQC4E9x/68PHK0C+OUfPU/Z1mP3A9z5G3f9JUDlrrNL7wvb30dfqW4CoHzpFu85MHFq90WA17Pd3jP0y/SNAmwKVcXAj1wH//NzvUU2vZW+sJUD6GPErrdygSrIqfuGt37zqLuqYv2j8wCiMTuabzjwhfDTa5LnAZ47G20MO19nvEje8ISA8uKKjP6YbtdkQ42Url//9V8HoLmpiYq43eBy+vhBAN64dGHGzkv8Bs7m5mYI2feD8+fPA2By1uV2k2nwwQ9+ELCT1FFj30eOHD4CQLz/su2cMg0efMAeRVhbV0s0Yg8PPHXqFACR9u4ZOy+BJ554AoDGxkaqBu2Rmm+8YSdCrewrmcjlWcmt0+rrG6gasK/N9h12h1oqPKEdW6ZR3rNA0v4C8sMDdrLNI82zZtRySbr33nsBqKmpodaeyI49r9mzCXVGrr1EqNeTjRs3AlBZWQlOHbbrzTft1y5dmrHzEti8eTNgz2objbrPAm8AcDqxYMbO692goU8iIiIiIiIiIiXimoyoWbx48YR1/f39RbaUtyPStCLm/uwmcMyND2UBwpVzApmGLx8CFlm8IQZwoB+WN0YHASrHD/cC9Cf9CL5Iw+Io+EOsADi3awwKQv2Gu/LC/mZDuHMwDLU5ZA+h+VTkhvnuuqWhygaAN3P9FwHS5Lw3ZcCJOW60Ml632FlGdwHUta6OAFwYyrLgkU1/B/APyyr7AVYPXUj/7/QZAO4KzxkB+Jfhld4cg25y4EVW1LteHYwlAY5k7aSRedfmOk5KW6hYcuATzlCO4JC1XGJiCGuoojYC0Dpnrv3aeAo++R47SeAffysGcKosmz5q7B6C2A23VwJEaudXeMfoOTMO0MfEYUuZE68OAZiywLBGd6hBctQ7n2Bi12tVuG6B99l0w/6Df6NXbzmhrKlAPZZwhoq1x8u87eMLb6oFqGpaaIfiJnLUlYe6AR5+7WcWwIvrboxH568DIN1xcAwgO3DeO7Bbz5lo3Hv/2zoOzJok6FfKvV6hioYo+EnsAZInXx8FKFt8q7cutnhzDuCm1pvSAMsbI5zoCY8DHHOeBTKDE9/mjePGK6u79z09MGGDEghzLjmThIgPVjeFAEIpf5SEW+bic5fFANoHM5RHTAYgdqg9DtDVWuuFO7mJm4Pll2F7lEhrqML75W2kM5BfbsXmvofBntfo/HXxwu12n9k+CvBfcnX2a28c814b67Nz0qYr+jK5hP1z+Yp7qwBMJDZxCG33Kf8aOtd8qMmu72bTENrL8YZBO4nkG7IZ7z3sc66DlfYfilPO0KTyB/6nfW1a59A+mK0CGBsbTgCUx/qGMn12hO0DNFQCvJzwhyjlEgMTKr1iaQMud65w/Q15crlDkwHK5q2pAEjverIf8p9drUzKAkh3Hvc+3zXdbVmAVZt+YwMAO47DUGIpwI7xqjjA5t7h2nmmHIDhbd/aD1Cx7gNN7jHchM3PZi9OfNZyLo37LA2zb8iTx6nf3eGUwQkAXCbq10eJA89eBMjd/9ASgNN9GVY0Rs4BdBwZtYcfWhdGUu37AX/oeVvWT/zdG0pmIH+SjiseGjUNFFEjIiIiIiIiIlIirsmImscee2zCuh/+8IczcCbXl1C8xmu5DFc3xwDSnccv2+sYnO7OTR77nj1HKwDW1/6C9ffeOAjwJewpACut8Yy7r5ekLtDz4rZ0Xlp0o9eUmek+kYRAz/h13Jvm9ij2BZPvOW3qfaS8lvbT2ZE2gG9WJgcBFgz60WSbww0jAP8pvGaNu66MUBxgy7aT9QALwi/x+x/6WBrgP3zhXz8O8NHP/dbJxCftxv9ffvKbFkCcsDcd7kcji+YC9FhJ7zxGrEwG4M5wYwXARWvcnzI61z+xO/s67a0OJlx0y4Sbg6HK+BFIg7V273O0ZXW5uy6QkNF7v14/m6y0V9j5VA/nllRV3vIR+/gtq+sBTDTulRErk7oIflkBPzmwe/xg72f6Okvu6CUXHe7y/i53utr40i3eZ9jtIXN7x/oCuTeP5uxkv9WbPtvsrsul7MSYJ9NzlwLkTiWJR+3Qpo5F1SMAGULlJmJ31NU5SdCL9YTlkkV6aq6zcnA13MpU8O0AACAASURBVETyqcTEaCO3Zy3Vvtf7DLs/H/rwP9YB/NPhMapidtRGn2UnFWxOjIbmGPva1JuyCc86q0PVOYCjxq+33GuihLVFehOLfF6zTplzI8cgP3rPtbopOgqwe37lGEDY5CYcb8XQkDfF955ccmJ0bQn1cM6khqwJvL/2x3qy3vdY6yZvKtv46gfnAvQ3V5wFYOV8aLDLwcFt86MAF3JN9eVL7wDAROMRAMtJdAtgwtEQ5EccrLbK7YvT2wmAl+lzlglGQ7vXxL23BCNaGrJOolgniiZovDJi38fqq2gmlARIXEzEAe5v3Nfz+s+/BcDSSEstwAWr2kufuszYSWlPWSP+82IwSoDZUacVix5KBSJZqzuOpQFanUkEgu/R6gM/GwPYnev31vU5/xvLOXDOgvF0C8Ce7Ir1AA3dL65YG7Jn3o6v2XABILZ4szf8I3Hbr9qTOBx81ntgd+vK3QMXFGVbwI0SzBWJzncnHwA/GjfojkWxSwA/PtRSA3Bn37HRZZfOAuBOVbM6VD3hhhIsG2XZgnXB+880P7tdkw01Uro2bNg4Yd1LL70EQMRuV5AZsm7djRPWDQ/byVEvXbo43acjAVvu2jJh3bZt2wDIVDRPeE2mz7x58yasc+u0Mwtumu7TkYCbN908Yd0rr7wKQFdX1zSfjQRtvuWWCeueffZZADKK5Z5RDz/80IR1brlJzFGdNpPue899E9a98Yb9LNAey054TabPnKY5E9Z1dtqNk+6ztMyM1kWLJqzbvXs3AMkzO6b7dN5Vul2KiIiIiIiIiJSIayqi5u677wagpaVlhs/kOlMkpDjVcWgEYH5PhwXQPtrjhWi6CU1d69etI9Z7dBSgZss6O7IsFIbKmJ3gLmtH9UWzGW9oyPvCc6sAYpGw11iYtLI5gEvndnnJtnKzIEzT5YXwBa5HX9YOn/2j7Clv7r+KdY/WASzY/8KEYzxdNjIC8AUr3Q9QV1fLv7yh9ymAl5/Z82EAjOGnv3bzfIBPY3UCJKsX3RqN2EOfPnPXHT8EyPScPuUeNztanwZ49OxZb3hcNZEwwDj23N49VtLr7nFDgPvC1sRkrteyIuGPwVD0+yLzqwB+lOkYAqgIlXvh/LUD3VmA7G2frAdobW2l6ch3zwPsWH5zDUAoFOJcZ7oCIFXdmgNIx5trylrsw2SHuxMAmb42N4KTjBM2G0weGW1eWQWQGx9KA1jpMe86uEPsstfJEKgqnDDyrB/+H6poCANkh7v9YWnz19lDyhZtMgAVTtJA8IeGWdm0BbBs2TLKew4MAZwZjtwCYIbTfOjG+HMAT1dV5AAqeg+OjJ94DYAlITv8fySX8c7DfYPLFm70rk2qSLj7bDdZOH5h6PPdd9+NZexHl2hFbRhgNGXx+Nr4AMBXhjsAuHE03hQNNwLwcrZzAKDRxLxnHndIQtH7nzt9dPb6v/8EhwkUuw7Fko8Xcod/3rXlLm/dhVRVLcDFrgwPryjvAj+SJpLzf2+LsYdGB4cfuEOpSXpF9Pq4f0wxdwgh+Em4XevXrSMysqcLYKjpP9jlxgrT6Nwahha+txUAK2uFa+xn7IHnvnwG8j8j2bp5Ecgfcr0sVFsO8GK285pPSv9OuMP2K0zYu9/fbOrjAONOJdJrJb37rVsP7cz2jQHctWUL8Zz9HNH8g903AGAM759vD2X/KQwCfOZC1ZpHY+sB+Hm2uwPggfDcusLzGcilvWex09jlyi3bb1Xerzdu/bIiVO0lE242sSjAd8uGhgAiCX/7eca+j98VnhMCuOkmP8IsNjjuhNeOQ1mkDyDed/g0QAjWhLAv//DWv5owV/fojr/vBX8oL/jD4K3UaAKKD/ORidxnV7dNAKAi7udOf3xZZADgj0Yvxgr3dZM6j1j+4+8ImQnvu/tcucQZHrc7WySdwzRRRI2IiIiIiIiISIm4piJqnnjiCQDCYX+2rj179gDw2muvzcg5XRecnqpM7zmvxTA6d2UcoC1kT/dMwm9yrjy5w07050RLxOZFME7rZGrdkiRAOORfo2xZjd1lmRzxp5HGbvHvzV0+6dlsU6w13e39qApEbSxxkp2tDzdXA/ww0+El/4mvecyeUvhIXxVAPBdi80isCsC6b/kBAGMMH1ob3wHQOh75C4B476EvDnTYPdHrX/3bXoCt2UAU1fK7KwFezXR5PWaFrdBLnZZngDlOj0XfDLZCT4lgr67TEz+S9d+HN7N9CfB7qhJW1usSdqda78hmLACTy5IK21Xw7ovpRoCQCfGeG2JdAImmjZsBoiMdF9xjWOmxDECoos57r91KPJcczgS2ywKkO48n7O3rvbo+l+C6iKRxFUukme48OuFzZ6XHneR0fVkAE40b/zU7OV24urkcIBurI1VzQyVAc7npALvc/Ku7qtsBvrn8V1YCNB35m+PuZ+Io6TQUTNc+2pOF/ETPbrSZW35mQ6/mu8F932oyhp6G1ijAx1dFeiH/meCxnngTwMl4ZmRvzs6Ff7JxLgCJno504fGCkViegqnc89ZdZ4p+/or8rcGEwYVyzuc8FyknlLHLWVWZSQOEQob1LdEkQP+SR1sAmk4/6/U4uz2ceeehnuUrsiZcEwN/Wt9idWF28FIKIDw+HysSMwBtg9kYQChkEY9GxwHSFc3NALXnnj8wdnxv3jGs+Td6PdPug0jbcJdXp7UVm3J4FmmznKl+AwFgjWE7ambMiRTvyvkRxxWhyIRO8vqMU4n1DFUDYAysWdgP8IGe+HKAkEUo5lyBXiuVBj8SHfzo5rHAusLyPRvuN8G/0b02wemY3am6y5s21QAk9j3tTZrivodv3rA6BJBcvJJ/s7/NThQ4P+x85g185sE/Bkj10ATwdPPPfnT8+AnAH3Vw09bve8/mW8pWtwD8deK0lzxtzYl9WYCdWTsSLhOItlF0zeUFnwU652+sAFjbHOkBOyod++sH2WhlBGAgmhvryuU/El7p9OfuSAE3ag4C5X2aXFMNNVKaHn/8cXsWB/wGmr37/Bv9m2/uBCDUfWb6T26Wq6+v58471wH2F02Anp4eLl2yn5NzOfu6ucsyfVavWc2tNz4OQNJph+vq6uKkM1Swv98OLc/YEc4yjVatWkWjscP/LznlZnR0lD17zgPQcdFOvn1EHQTT7tFHH6PNbovxGmj27tuL5UywdvLkSXtdbuKEhTK1Hn30UcqcduBQyK7TOjo62LPHHoVz5oz9DHDs9ddn5gRnsQcffJ/3s3ttTp86TbbTbpTr7bPntmk7sH/6T26W+6XHH6fO6dMy5+37zcDAACPt7YCfGD2MKX4AmTJ33XU3KxL2dxgS9vs/NpZg8JKdRPhSr/2Se9+R6fPoo49xpNwesenWae3n29lj7MCCA05ddvrUzpk5wXdJyTfUVFRUeD9/4AMfmPD6k08+CUA2q2zoVysTmCrbVb7i3iqASH2rn2PBfa3//BhAmzWXG4zdo1KWtR/SyrIZ78HZStm91db8tTG3of/8xVNpe9/pbZm81rg9A8PzV3m9mfudfCP1fcMpgK+Vb1rvvjZw0M61cUNk4RaAqv4k/2vpEwmAD40fOwGQSY3y71/4YQTgC6nd/wxg4Omn+t0y9O/K774NYEu4p8097l+f3NEF/nhN8Fua3R7RCvxeorOzITrK6XVOBVZ1zJlvAMLpsQhAW2DK6NWW3T1vJe3rVkbaa+AMWlptR7HlRnv7AVJtu3rcBrVwdVMZ5E+Xmh3tsXuuy2u8sAIrZZerUNxelx3q8q6H2/t9XSsSEZB2pud0I16CUUZl8++uAgjXzqsBGLEq+MKul8YBtn/+fQcAOjv7CQ+OhQDGj73cAXbEW9bpRnXLanC6dje/x8KxlN+D6uRXccuNTK7YVKst2V77W83ZrihAWccgPfPmZAFaTHm5s5nXyx9pXBwDuJAeG3fXZQcuvPX7f51G0bwd/tTpdg+v2xsNYKLlIfDf30tWI7f0nk4CPLgm3gNwKDuGSdvVYLrjwDDAXBOL5Jy6r9gzwKyfHn0SwZ5gN3LCjdYMvl15+eEcDcbOWXbP4lgaoHogSdQpXsMv//EegFsvXQy595utzn7pwNTGfnnUtZnM+VzCmQK6Igpwc7g+XrhNiynPAlSOpHml4aY6gE/90orDAF3Hj3N2+aI0QNUf/+0ygB9lLp7IOZfVzYPn5mABP0dOMHqnWP3pmk3lKzgd8+mOQ0mAlPMsXbHhQ16en1dOvDoEULf+gysBTuQWEc5ut+uoe9fuBRju7OJP7n/EAkj+j/90AeDv7v1gVc4OxqE8HCkH2NZx0IuG3po4aveGBqI03c+Iew3bkqP6PnQFvGjkshCP7tsfBaj8sP09x+rz30Lr1LZRgEoTi+ScDje3jPTlJo+ocevZohGf06zkG2qkdMVi9vPa5s23cntLfv3ygx88RdbJq5Z1bvrWLEjMWCrc6JmyWBkNDXZCTZzAjKNHjxCxR994ETVq6Jw+0ah9o167di0fWLYcgCeda3P8+HGeOfAmAJZlTwXpXiOZehFnKNrChQtYO25PZ7/dee3Y0WM8s92OBHCvSU7lZtpUVNjfcx5834NY8bK81154/nnaG+0RA/XutVG5mTbBZ4F7xhbmvfbcc89Rk7Gnrs165UbXZrrE43a75b333sui6vz3/Qc/+AFh3GcAlZvpVu4kQL3/vffTl2hy1tqNw6++8iqHj9vPAA9azvPaxLY3mSKRiP0s0LqolSWLl+S9dvz4cQ63HgYCzwI5C5ke7rPA+x95hJrQAQDceKbXXnuNE1k7Es39XpMr0iF6LVEyYRERERERERGRElHyETXptB967OZseOaZZ7x1X/3qV6f9nGYDdxiUG8YfilV62YQjTStiAPGq2hBANGwxlLKTbLx+MRcHaC9rZenouTGArDP8IzgdsDemRq5IduC8VxBMmT2c4ufZ7lGAckLeNNrPOkn9OiOZrwH89kffz5Nf/cOHAegc+hcAd6czbPx3v/8CwLnEwHcA4sm1Ne4xPnLwJzvAn4YTIJtywgBzGS8E2g3XdIdDBafnvtJEXdebQHmZ0AjuTgdcdeT5PoC75/1f/NPpaBPAILlygJSJ8eCuzmaArz3/pf0Aj0Xme9fm1UxXD+S/v25itSA37N1NABoc7jTbk9QVG/qV6jg0AhCfu6IaoDJqkZ5fNwawrCGSAdib66cqkQ0DpNp22dNpBpLYQphC7rCRS4FxArMp3Pzd4L5ffdjD/XK1FVTsOF0JcOHx1UmAs40N3NTWFQf4Qurw+eB+ALFMshLyE0hPyg1P19CnCZ/X4DAYdxhUqKKhHGAwZRhd1GQPgw48Xy4/n7AT2p/8xQhAW5EyEKzHZuv94+3anctP1p83zMWJkAn3nEkDLI6l+NKO6lsAGo4PpAH2xx/kjrGX9oN/XbcyOdVfV6Ywie1d4Tne0KflpqocYLUzTLNy20nufLje/oJz+FI1QONgmiXl9jiOT4/t2AF+8miAdaHaGEAiMKmD+4wRVDj0qSowRH02lbPgcDB34otET4cF0NW42PtusnHcRAEefO5/9wH8m9X1fPKOX7kZYE5t5QjA8fhyHu17ehvAwMHXYwA7F17wyqI7eYB7/wfI1i2IQP49qN15FnGf6Rn28gzLJNxJOFLhCGWnuuoA7l4SOwPw42w773ujrxXg60QuQP4w80vW+DX3mS/5hhopXZmMXbeNDI8wYNmZOvYetMdwPPXUU1SfubYTOF3L3CEZY2NjVGXzw80zmQyDg4OX3VemVtopN4ODg4wl7BxcbU46oEOHDrFViTZnTC5nl5tkMsnIiJ3iZK8zs+CLL77IiX0vzNi5zXZup01/fz+5YXsozfYXXwTgm9/8JvcOqVFlprgh5qOjo/QP2ImD3zziX5v2IQ0RnClpJz9Q/8AAqbT9Pf/CBTt1xtFjR3nzma/N2LnNdm65SSQS3jPZHu9+8wI7LSVEnylZ7xk64X3XcZM6nzt3jm/8w9cBWMxlJ8OTKeI9Cwz00zhut4+5ARxf/epXqTWrZuzcpkLJN9QEI2q2bNkyg2cySzk9isFe+NS5nWMAK8saogC3DXcQ6slEAW4ZHUwBLD2zn3qq7Bb/7JgzdaS6Yt6pvCgI52f30fcn1SEvQWblso/UA/y/lQ0ZgNy9D9B3x0OvAoSTQz8G+Pa3v03m+S+PAIzue24E8qcUdrtbrNSo/zudHuZUoIf5kjVu9xgpIbSvSHlxuT3GdYN2x9n8oX7mR+0wwXuszgGAEz/87zznbO9GLA1aae9bjptELRSYxtF9lMv7nc4exRKEz3bu+xR8v8oIpQGGOvaeBvjU7z7ISFNLCOD9+4/GALbve4Xt8Yg9DXFvVw7eesrGVOEKuTKBhItudJqJ2OuG0yHYtGgUoOZSNwC50R5+3rLSDmnKzo0DRBL9genqkzlnO7UYvIu86Jruo0mA+1r+BZUnumIAc0PJNEDdUA8/IT0CgWiM8MQvN0WnSZe3pVi0i7vOiob5tys6dwF09ttT1Tz/1L/1tgveU1y5pPMMoMiyd8x9X7cmesbcdTvps3+uaAwBPPG+DeztidcDbLvp1hzA92/aTfrMNgsg4dxJdib6vGPcE26qBDibHfXWFeNG0LjPDiPMziT2weghN5Gse/9ecnyHFw2zPtRYBVCBHbYRGs/wra3fPQUwmrajcp599ln2mOYagAOWfV1T53bmz/8MrAvVexFQBwcu2gmMi30Ncp5FgtFPenYowrlvRBdsiAOcGo5x4MMPdQP0DAzVAJStfogvn9txASBm9xnkJ1a/wvxobrl1k+iHnYgoyB8dMh1KvqFGSlcmY9+8P/6Jj1PhfJQS+J/fims8gdO1LOtEBvzpn/4p4Rp7muHsSI/3ejo54Z4i08TtnfnlJ37ZW1dhJg6bkenndgxs2bKFBuyEtWvC3sgzxlCb5Exx7zfvf/8j5BJO82TgC3903G6vNtHyCfvK1AqWm02hegDO5ka91xP62jFjgtdmstm0QhVlE9bJ1ArWafF1j9orA41i4+PjxXaTaeA+Q3/9G1+nxdij1pL47fyprJ6hZ4r7DP35z3+eUNx+PjMRr02M5JidqSM2cddrkpIJi4iIiIiIiIiUCEXUyDv2VonLTjOaBiWfm2rBIUqju77XD/Cvoiub3XX9VmoAYJiM1x3wg0z7CPjhfMEhMm446KXE0KRDOXRd35miQ8Umm9kx8DZ77/ksTwj8biv2WXZDpd+ojnllo6xlQwVA87Ft6uqcSoFe5UmTXwe2c4fhuPegTOCarg7ZU3cfzQ0Hh7sBl6nHNNTjHfMS3AaincLV9n3GCxnX+zsjJrtnz/Yk81PFHT4WHF4eXbSpCiia3WTsyAteAsGV43byerfespzk3QCvYYd3pjs6J63TZlPC4LfLTTI7x8S8S+E+J/+v1LEOd507DH1FqNp7/0/khpMAbSEnCVRefdccAdhHIAQHZ5h0YNhM4fXSM/VbcO4b2cEO7wbi/ly+7K5qd11dwo6o8Yb5vdVwp0kmD3CHQE33cKe8c5ipXywiIiIiIiIiIvkUUSPvKrUIT79iPWH/T/q4N8+fm8T249FFje46L/Jp4KI9dXpgXyUHnhrvtGfLTdosMyPYk5IduOBML2wrnPpUZl6xe1Cx6E/dq6ZYoHdyJnsjRWaUUw6CUcuZ7pP9E7Yr0qt/NBzN5b0WkO48OiFJiuq0t8d9JuvLpbz3snDKewg8E+cmrivLToxi8uq7ItctSNfrnQneT9yIl0jjkip3XR+p/uBrbxmBXiSSppQiDPWUKSIiIiIiIiJSItRQIyIiIiIiIiJSIjT0SeQ654Z3/ln6ZPdMn4u8fQqPLV26NiIictWKJdguWOcmTJeZUSwtwKTPAEqaPuXcIUqDL3zl/OVeu9YpokZEREREREREpEQYy5psXlgREREREREREZkuiqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRaqgRERERERERESkRkcleXPyHHVbhupDxf85ZEClo6snkoCzsL6eyEAv8lmQG4lGTt89Y2qKyzF83mrKoLsvfZjhlURPz1w0nLWrL/eXBcYv6eP7J9I/laKzw1/UmcsypzF9uqszfp3s0x9wqf13XSI6Wav8PujScZV5NOG+fi8NZFgTWdQxlWVibv037YJZFdf668wNZFtX5b0zbYIYldfmX49xAhhvq/XVn+zMsbfCXT/dnWNaQv8/pvgzLG6Pe8qneDCvm+Nuc6M2wak7+Psd7Mqxq8tcd786wutlfPtadYU1zNG+fo11p1s711x3uSnPj3PxtDnemWdfirzvUmWZ9YJuDnWluainL2+dAZypv3YFLaTbM8/fZfynNxnn5v2ffxTQ3z/f32XsxxabA8p6OFJsW5P+ePR0pbllQdtllgN0XUmxeGPOWd11IsXlhWd7yrQvz93mzPcVtrWX5y4FtdranuK01VrBPktsXxfK2uT1wjB3nU9y+KP/37Dif4o5FZQXL/jG2n09yZ8Hv2X4+OXGbRYXbpLgzcFx72d/mjfNJthTs80bBcba3JblzcWCftiRbFhfs05bKW/dGwT6Fxyi2buJy/ntQ7G8s/jcXbpN/nB0F71uxdTvaU9zRWnid86+ZfV39fd5sT+Z9Fgo/O+66W1sn/8ztvpBi8wL/OLs7UmwOfJZ3F/lsF37e9xaUEbsM5f/N+y6m8srZ/ospNswPltUUG+YVlOeC8ltY5g8V1BEwsd44UqRuKax/jnanWdPkH/d4T5rVTfn7FK470Ztm1Rx/+WRBXQkT69MzfRmWNV6+TgY4159hSWBd20CGJfX525wfzLC4zj/uhcEMrYH6v9g95OJwlvk1+fei4HLXSJaWqvzf0z2aZW6Vv01PIktTpb/cV3BPhIn3zcHxHPVxf5+hZI7a8vx9RpI5agLrEqkcVbH8bQrv88mMRXnU3yaVtSiP5N/3MzmLsrC/LmdZREL524RM/vIEuVz+ciYLoYIHl1QGIoH3ezwFZYH3MpGE8vzPNqPjEA+UkeExqMwvMwwmoDruLw+MQE2lv9w3DPWV+fv0DEFDtb/cPQiNNf5y5wA01eTvc6kfmuv85Y4+aKn3ly/0wrz6/H3O98CCRn+5rRsWzsnf5lwXtAbWnemEJc3+8ulLsGRu/j6nLsINLf7yiQ5YFlg+3gHL5+Xvc+wCrJjvLx9th5WB5SPnYdXC/H0On4fVgXWH2mBtYPngOVi7KH+fA2fhxsX+8v6zsK5gm31nYP0Sf3nvabjpBn95z2nYsCR/n92nYONSf3nXKbg5uHwyfxngzZNwyzJ/eecJuGW5v7zjBGxenr/PjuP567Yfh1tX5G/zxjG4bWXBcmCbbcfg9pX5+2w7Crev8pd/cRTuXJm/fMeq/H22HoE7VxcsB7Z5/QhsWZ2/z+uHYcuaguXVl38d4OeH4a41+ct3F25zqGCbQ3DXWn/5tUNw99r8fV47lH+cwm3eyT6Fv9dd93Z/z4S/p+A9KLburd7bYttsLdznCGwpcp3vKPhsTLYMzucp8Pkp9pkr/JxuL/icFvtsF64rLCM7T+SXKbDL2abAul0n4ebC5YKyWVie95yGjW9RB+w9AzcF1u07C+sX529z4CzcGKhvCuuoQ22wpjV/n8Nt+fXckXZYtcBfPlqwDBPr0+MX8uvcExfz62SYWG+fvpRf14Nd/y8OrDvXBa1N/nJbNyxszN+nveA+094L8xv85Y4+aKnL3+diP8wNrOscgKZaf7nwngjOfbPKX+4bhrrA8sAI1BbcawdGoSZwfx4ag6ry/G1GxqEicF9PJKE88Gw5ns5/VoCJzxOZ7MTGk0JD37nsg4wiakRERERERERESoQaakRERERERERESoQaakRERERERERESoQaakRERERERERESoQaakRERERERERESoQaakRERERERERESoQaakRERERERERESoQaakRERERERERESoQaakRERERERERESoQaakRERERERERESoSxLGumz0HkbTPGfM6yrG/M9HmIlAKVBxGbyoKIT+VBxKayINciRdTItepzM30CIiVE5UHEprIg4lN5ELGpLMg1Rw01IiIiIiIiIiIlQg01IiIiIiIiIiIlQg01cq3SOFMRn8qDiE1lQcSn8iBiU1mQa46SCYuIiIiIiIiIlAhF1IiIiIiIiIiIlAg11EhJMcY0GGNeNMaccP6vv8x2n3K2OWGM+VRg/X8zxpw3NMQaoQAAB9FJREFUxowUbB8zxnzXGHPSGLPdGLNkav8SkavzLpSFW4wxB5zP/J8aY4yz/g+MMReMMXudfx+Yrr9J5O0yxjxijDnmfI5/t8jrl63bjTH/0Vl/zBjz8JUeU6QUTVFZOOvcJ/YaY96cnr9E5Oq90/JgjGk0xrxijBkxxnytYJ+iz00iM0UNNVJqfhd42bKsFcDLznIeY0wD8F+B24HbgP8a+BL7Q2ddoc8A/ZZlLQf+BPjDKTh3kXfT1ZaFv8CejnKF8++RwK5/YlnWRuffc1P4N4i8Y8aYMPBnwPuBtcDHjTFrCzYrWrc7230MuBH7s//nxpjwFR5TpKRMRVkI7He/cy/YPMV/hsi74mrKAzAO/Bfgi0UOPdlzk8i0U0ONlJrHgW85P38L+FCRbR4GXrQsq8+yrH7gRZzK1LKsNyzLuvgWx30SeEAt5VLi3nFZMMbMA2osy9pm2YnI/vYy+4uUstuAk5ZlnbYsKwV8B7tcBF2ubn8c+I5lWUnLss4AJ53jXckxRUrNVJQFkWvVOy4PlmWNWpb1OnaDjUfPTVKK1FAjpWau29Di/N9cZJsFwPnAcruzbjLePpZlZYBBoPGqz1Zk6lxNWVjg/Fy43vU7xpj9xphvXm5IlUgJuJK6/nJ1+2Rl4+3eP0Rm2lSUBQALeMEYs8sY87kpOG+RqXA15WGyY0723CQy7SIzfQIy+xhjXgJairz0e1d6iCLr3mr6sneyj8iUmsKyMNnn/S+ALzvLXwb+b+A3rvD3iUynK6m3324ZKNZBpXuBlLqpKAsAd1mW1WGMaQZeNMYctSzrtas4T5HpcDXl4WqOKTKt1FAj086yrAcv95oxptMYM8+yrItOGGJXkc3agfsCywuBV9/i17YDrUC7MSYC1AJ9b+e8Rd5tU1gW2p2fg+s7nN/ZGfgdfwn86J2ev8gUc+ttl/c5LrJNYd0+2b5vdUyRUjMlZcGyLPf/LmPMU9hDStRQI6XuasrDZMcs+twkMlM09ElKzTOAO3PNp4B/KrLN88BDxph6Z9jGQ866Kz3urwA/dcagipSqd1wWnKFSw8aYO5wcBb/u7u80+rieAA5O1R8gcpV2AiuMMTcYY8qwE6I+U7DN5er2Z4CPOTN/3ICdGHLHFR5TpNS862XBGFNpjKkGMMZUYt8/dD+Qa8HVlIeiJntuEpkpiqiRUvM/ge8ZYz4DtAG/CmCM2Qx83rKsf25ZVp8x5svYFTXAlyzL6nO2+wrwCaDCGNMO/JVlWX8A/DXwd8aYk9gt6h+bzj9K5B24qrIA/BbwN0Ac+LHzD+ArxpiN2CG9Z4HfnIa/ReRtsywrY4z5HewGyTDwTcuyDhljvgS8aVnWM1ymbne2+x5wGMgAv21ZVhag2DGn+28TeTumoiwYY+YCTznzKkSAf7As6yfT/seJvE1XUx7AnpYeqAHKjDEfAh6yLOswl39uEpkRRkEFIiIiIiIiIiKlQUOfRERERERERERKhBpqRERERERERERKhBpqRERERERERERKhBpqRERERERERERKhBpqRERERERERERKhBpqREREZMoYY37PGHPIGLPfGLPXGHO7s/5VZ7p5d7slxpiDBft+1RhzwRgTCqz7tDGm2znWYWPMZ9+Fc7zPGPOjqz2OiIiIyLshMtMnICIiItcnY8ydwGPAJsuyksaYOUDZFe4bAp4AzgP3Aq8GXv6uZVm/Y4xpBg4ZY56xLKvz3T17ERERkZmhiBoRERGZKvOAHsuykgCWZfVYltVxhfveDxwE/gL4eLENLMvqAk4Bi4PrjTHbjTE3BpZfNcbcYoy5zRjzC2PMHuf/VYXHNMb8gTHmi4Hlg8aYJc7Pv2aM2eFE83zdGBO+wr9FRERE5IqpoUZERESmygtAqzHmuDHmz40x7yl4/e+dRo+9wHMFr30c+DbwFPCYMSZaeHBjzFJgKXCy4KXvAB9xtpkHzLcsaxdwFLjXsqybgd8H/vuV/iHGmDXAR4G7LMvaCGSBT17p/iIiIiJXSg01IiIiMiUsyxoBbgE+B3QD3zXGfDqwyScty9roNHx8wF1pjClzlp+2LGsI2A48FNjvo07jzreB37Qsq6/gV38P+FXn548A33d+rgW+7+TC+RPgRq7cA87fstP53Q9gNxKJiIiIvKuUo0ZERESmjGVZWez8Mq8aYw4AnwL+5i12ewS7UeWAMQagAkgAzzqvf9eyrN+Z5HdeMMb0GmNuwo6C+U3npS8Dr1iW9YQznOnVIrtnyO/IKnf+N8C3LMv6j29x7iIiIiJXRRE1IiIiMiWMMauMMSsCqzYC565g148D/9yyrCWWZS0BbgAeMsZUvI1f/x3g3wO1lmUdcNbVAhecnz99mf3OApuc89/k/G6Al4FfcRIYY4xpMMYsLnoEERERkaughhoRERGZKlXAt5xptPcDa4E/mGwHpzHmYfzoGSzLGgVeBz74Nn73k8DHsIdBub4C/A9jzFbgcomA/xFocIY3/RZw3DmHw8B/Bl5w/pYXsZMli4iIiLyrjGVZM30OIiIiIiIiIiKCImpEREREREREREqGGmpEREREREREREqEGmpEREREREREREqEGmpEREREREREREqEGmpEREREREREREqEGmpEREREREREREqEGmpEREREREREREqEGmpERERERERERErE/w/anZKWyhoJ/wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x436.364 with 34 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# here we plot the explanations for all classes for the second input (this is the conv-net input)\n",
    "shap.image_plot([shap_values[i][1] for i in range(10)], x_test[:3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimating the sampling error\n",
    "\n",
    "By setting `return_variances=True` we get an estimate of how accurate our explanations are. We can see that the default number of samples (200) that were used provide fairly low variance estimates (compared to the magnitude of the shap_values above). Note that you can always use the `nsamples` parameter to control how many samples are used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get the variance of our estimates\n",
    "shap_values, shap_values_var = explainer.shap_values([x_test[:3], x_test[:3]], return_variances=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x436.364 with 34 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# here we plot the explanations for all classes for the first input (this is the feed forward input)\n",
    "shap.image_plot([shap_values_var[i][0] for i in range(10)], x_test[:3])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
